Last active
March 25, 2017 16:00
-
-
Save chrisgorgo/69b52e207349dad76ec9959853c6c3d1 to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"from nilearn.plotting import plot_glass_brain, plot_stat_map, plot_roi, plot_anat\n", | |
"from nilearn.image import math_img, mean_img, concat_imgs, threshold_img\n", | |
"import nibabel as nb\n", | |
"import numpy as np\n", | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# FMRIPREP 0.2.0" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<nilearn.plotting.displays.OrthoSlicer at 0x16c80060860>" | |
] | |
}, | |
"execution_count": 2, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAkAAAADeCAYAAADVab8sAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJztvXuYFNW19/8dmRmBQRgURmRA+gDKLREiTlSMiAoC83sE\nDSYCUYdw0QETNIm+IYnJm+g5XqNJlNdLfpoTTRRi9CiaCBFPAGM8EXkVjCIGL6NcRCBxQAaRgZn3\nj1rfqurd3XPt6ev38zz9rLpXddeu6r2+e+21CxobGxshhBBCCJFHHJHuCxBCCCGESDWqAAkhhBAi\n71AFSAghhBB5hypAQgghhMg7VAESQgghRN6hCpAQQggh8g5VgIQQQgiRd6gCJIQQQoi8QxUgIYQQ\nQuQdqgAJIYQQIu9QBUgIIYQQeYcqQEIIIYTIO1QBEkIIIUTeoQqQEEIIIfKOwnRfgBBCCNFSuhcU\n+NN7Gxtj1hXZdBHiUw/gn85+Ij+RAiSEEEKIvKOgsVFVYSGEEJnBMabwdLX53maLzfYAsMumt5ut\nD+3vKj8lcc5R5+wnRahjmD17Nv7whz+grKwMr7/+erovJwYpQEIIIYRIOrNmzcKKFSvSfRkJUQyQ\nEEKItNInFNdDxaevM08lpw6BGuSyHYECxP1KzdaYPQHA/tCxAGCQnZ/zO6QIJYWxY8eipqYm3ZeR\nEFWAhBBC5Dx70n0BokVMmjQJu3fvTri+V69eSVOVVAESQgiRUro7cT5UbUrgKTQAMMAslaCw6rPN\nLPevDa0rd/bjNu+YHY4ghogxQNz/fbP9Cwr8CpPb00x0LLt378a6desSrj/llFOSdi7FAAkhhEAk\nEsFzzz2X7svIOyKRCLp06YJu3bqhT58+mDVrFvbt25fuy0ojjQAONPFJHlKAhBBCpIQ+TSg/AHAW\nAPr3JzjrGNNTi6D318tmqegMB1Bh01SAGAO0yuxURCtGALDRLBWgGgBv2zTVqo5Ugp5++mmMHz8e\nO3bswMSJE3HTTTfhP/7jPzrsfJlNA5Jd0UmEKkBCCCE6nHCgsxuoPNVsBbxKDABEuNHI2GONshpQ\nkVlWiHoAGOXub21ppR94dlwv+NHOddbOxXOyArQRwGab3uBcf0cGSPfp0wcTJ07E+vXrO+wcqWTG\njBlYvXo1du/ejX79+uEnP/kJ5syZ08xeqgAJIYQQecXWrVuxfPlynHPOOem+lKSwZMmSdF9Ck6gC\nJESWEx4aIB5h6T4Vcr4QYaicFCFozqKoU2n2dLMn9g2tZBsW5Zkw1uY14UXP/uN5z5YCKOtl25yF\nYCEAsOPQNHhSEYCSNXZeawMrtc5HJyBoJmMzG6Oj+tv32YPkPUcXXHABCgoKsG/fPpxzzjn4yU9+\nkpTjZieMAep4FAQthBBCpJEnn3wSn3zyCVavXo1NmzY12Q0892kA8FkTn+QhBSjLSeT9y8MXJF4Z\naasS1NRAlEKEofJD1acHglgf2lFUeaj6DEeg2DBSmtvwQEUI+q/bshOZ2bAeQRR1xNl/tdnTQ+dg\nEJIdr4zHeRmAqUPDLU6IwdU/NbsGwbAdyRpK46yzzsKsWbNwzTXX4Mknn0zKMbOP1ClAqgAJIYQA\nANTX1+PAgeDPp7CwEIWF+ptIJVdffTUikQg2bNiAkSPjRICLpKGS3cG0R6FxvfTmYj1acgyRXbTl\nnrfl+OwwU5940xjo/XIflbHsp7KyMmr+Bz/4Af793/+9VcdwBzMdbHYugItsumCaTbCvO5WYAQjG\nqRjurGMh3YWg0FksDw6a3QNgvLPfaRbp8ZClUpx+BPDh/uhzuKOr9oUv+RRbnNEo6w52l22zCICt\nSmoPsd69e+Oyyy7D9ddfj8cff7zdx8s+1AtMCCFECmnvmE2s+LB1aYZZxiJP6Atgss2wkhIxWxSy\nJw20mZHORlbbOa4zgKdsmXUXL7EKTSmAQdz/4uj9cI/ZLwPH7bBpC3U+3v5wR3/k2d0bg8oQsS/W\n0/rH37EuaA5bZjYcIA20zCmI97vfc889sRvmDaoAZT30rAc4y+vjbMPHc0sCpYfzbMpmGvgyBI6L\n68F3tHIgOpZk3j+WjdLQMpY5d1BJOtL1jmWZKwlZbstjJENtlGIpRL6jGKCMx6288E+AFZ4pZuON\nZAwAlxQU+NJwokH63FGRaVnpOT3OcZnRlFlM3evVH0tqSfS7d0QF1S2LbILYH9rGHWGblaIixIdd\ngVnm6LiXIChzPBbP82X7buw+7Fam3IDR8G/Ba+7TzO+zw3EWiuIcV6QW3jumuWNz14ksNKcjiCTm\nyy9itst8mxgCoI9NUwHifDh/80SzFqk8+i2bP4AgxHpAaBkA/N7sWaFlPGbYPQDQqxboZbrOSXaO\nW6yE28NSUgR8739s2nZ70GxrmpJF+lAFSAghhBAZgprAWk0kEsH999+P8ePHN79xK4mn9tCTZgwf\n1zGmjv5E2GMGvDFmAC+9Ordlrsw+TrMZ/R+mduf2r5utQuC50/t2k3eZ7+KrTIPsHPTe96NjVKFI\nJIKPPvoInTp1Qrdu3TBp0iQsXrwY3bp1S/q5MpWwstFexSfc85f3nGWQy4c760nEbG803/TlKooc\nWZtl7qrQPtyG+/AYVIsY+8FAUQ4pMNT5LXqg9R6zO6YUEMSg8Pt35JAFIppjCgqw0KarzJZfZhMs\nmJMBnHSyzVDBGeLYUgQltrNzlrBKwz/IoWY5dMSoOPtxW5b6IYj9gz3g2GMBXBF9rd991LN/sxL9\nHFBsl7RwuWephlIJ6lNQoHLYapQIUeQATz/9NPbt24f169fj1VdfxU033ZTuSxJCCJHRUAHSaPBp\nhV6m2wuzN4LODPSQ2aR9BnO6+yP6RR+z3KSZM4qAnY8HxwOA5c552FxOJWicpXi/1crAhImhnTmK\nn7nZI60HAzu1LnM22xWyrjqRbEUo1wb4a45kxPd0deZLEZu7rYezjRtvRnWSeeGKQtv05M6R0Eog\nKLe8ACtHt/7ZsxWDbHk4HMOVnEyObLR9Z0Qv9ssiVcq3Q9fFYGsqllSZWoJ7GclOUidi4W88A8G7\nppwFjvI3X5a9JiPomcW4nlPNOjE4zeKqPKe1YFsqQEMR+0e6w7EHEKhSI6PtaS/Z7CJ/72KTMKvs\nFdfbEjnf38RVifQjBUh0OBzgb/Dgwc1vLIQQIo/RUBhp5RgnFseN5xmOIL6hJxey6wNlm0FHO3ub\n3f2KZ9cBZeaiz7MgoP0mz9DrZV+GCM9xg9lrzT7GfBchDr0LABjxGKLscFObnrHNOLBfWEXgeZOl\nCGmAv9bT27GkB4KSRGXHHUXA7f01YphNsLCWICjE7vACnGfuE15Adzvamabf/EfooijTuP3hTcYp\nsPkyHtMkn6tMpdxp5X0jAEutgnVmGRNUY9btjdaSmCEqQlRyqUCpJ2TyGGO2CkAFyxCFkWlHh9YC\nXt9YKj8Rs66Skyrc80bM8vriNbUwGtPijrp0Bq6705Z5710Wukor4xu3A6dZ+fubyl0LUTd4kQM8\n+eSTGD9+PNasWYOZM2di9+7dKC1trdQthMg0GMh+l81XDADwgM2cy3ZURkGHm73SVeFpKZ0dCyT+\nM66C75Zcd71nb7GKkPkN16wBtllzGH+zTaoINYN6gaUFZvF0s7PTw/4+5ZKLELRrU6YpvNkm+OBE\nnL2tPxZzS0wCMPIJb9qkpvmWCoO9ZSL0pKj8FFoPik50vb+JoBeE+ci8o9OtnXr6JgBA+fNehNE8\nO+Zcy1/xEILcQYy/YA4hLm9vDqFcH+AvGTE/bBx0e2f1Dq2nt01bzp2o4lDdOcXZ8Hi65n0QxFy4\nL/ojPTPIMuH6LyDziDtZD5ixlB/fRxAvUerswyifSPSxKV+/5vWiKTO5p2wJMM5iJyrtz4I9x2jd\nXo5UjFqjCLk5hqQICZHf5FQFSAP5ZS4a4E+I7IdpNH5k8xOsYwZuAHAua9z/yyzbXrNd9XVVK87X\nIvCALWD6u1/z7L2mBO0BfmTxBmwJpqO9RRXvBKgJrE20dSC/c6xA8nGlF04BdxwH7rvG7GldEeSI\n4F6OJ+23F3M5HxS2MQM4LuLZas9jLi7xHpoKPimMKyr8nk181ewss0MRKEyE52MEkylBY+1cL/4O\nAFDw3/8CAFTdCV+cetCEJfd15SpBLi3xoHNpgL9kZnGmiONmZiZsTLgIwAgqO7y1/L9hEWRRKORe\nLHPHxjkzz5SoFw61Fqo8jB47NWS5T8Qse/kxI4x7TDvWSX8ya6rS7PXA0gYAQLkN8fQVk3jGmErE\nfFY1ZqnSsmy+jNbnEkqU/VoIkU7UBNZq2juQn0guGuBPiNyBqgWHt6hiqypHsLj0bAA32kxTXdJz\niVLEJmR82DPVV9r8K+hp7bTzLbaBroWSJCZCFaAOo3tBgR8LwGeY/jI1Gyo/ZdU2wUi/QmY0ORWx\n49TQJpJ7qcwwA+oORHvTAC41z5iqjS80uyoTz8FjxYMvIX6rGrMm1Z5rXXDOXQY87ylPVea4D94Q\nfRaGPtHbTjR2Wa7SEeN2ub293Nw9FHcqqfbMBTDWpseydw3LD1++br9FN86nM4LcJq6s3yfBPI9d\n6szHC2ZlWat1lnPfPs52vP5HgelW9s+ypgML/ik3BWgmg34sWdZKC+Dhs1yEoAdZS3MHUQHSOHlC\n5Cd5VwESQgjRco4pKMBcm/4OF7J5/jr2BrkDQeU4n3AdAf4GFgc1dbqffXacpYuofdOzt0OV7/go\nBijpsKCNROD50dvmQ+2PWswOXaOp71LtoffcB80rPs3RGcHD4wYLMnbDVZnaeh4geDAjZv9mdgAw\n1iSfJf8JADjjXm+2wlJcuA1X7KXGXjTdCwpy8gHuCOXHzd0TMcsE4jH5pX5odmxXBIqfG/TD8sF4\nHTdZmNvzy51uDS3Zr6XPxDizQ+Ff43G/9Ow0+y4RU4Q2IooJFic30nozPoZATeOmzHrenCJEFUmZ\no4XIBNQEJoQQIgMoRRAm4IcFXM8ld5uNpPKSMhC3udmclON+DcyfFbXlVFOANiC2sVgAngKU3IzP\nicj5ChC9Onag6YvAf55Ht5sxPqOZWZmJu6aYjaf2tLdrZ3h/Hp8Pj5ODJanwHOPMRuB738PM/uJW\nAEDxAM/7vspyfJ1gwT/skUO7EZJy4xEezytidoAzT43Rz/bNwsmOVN2pGQ0JrUzUcytTsuy2lj4I\nsgXzO5oSNNpyCvU1XYdf2Qpfmcm5Vc8H2YeYG4gKJRXf5v5suN0xBQVSgRC8Oy8DUMXuivcw/syC\nfTvkHZUL8HeZCBxvkvpFXu2xwCT0ucsDtZK5qRQUnVpyrgLEP2L++Zzg2HsBFDBj6Wx6MWxaYJOC\nG1yaKtKRL6MPYoNm7Qf6tnVT7u01glXaYO7DzYPhX/ODCJInqiIU/JGGBzDl/wfLoT/MyQ+dBaP5\nB8MyyRfpAAQVGzeoONvzrIRhGbzcLD1pL6Enzn/Is+NtSBnLsVJSDsxkXclqPqygc9gXZ3zXhBRB\n5ViI9KEmMCGEEGmE7uFcAFjKpWzyaqo3oAjoA79FYbT9VgtnAQDKNwJTQ+PhAYpD81AFqM3Q+46Y\nZZd2CuwFNwCYzaYu5q1gcHO+9mJwA6VrzJoXfqn9PpOvBhAM0XGZCUW1AGw8V9+7znYPui0B0FQY\nwuOLRmya2iLLY082cbEN7Liv24TblZ33ZAhim0pzEXcwyohZ/i723btYt/nzLWXE8O3+P/Y4U4KG\nW794BkdbD3r//jA42h1mA1CSRCHSh3qBCSGESAPdQ7E/ADDiBgCjmY3ezUkmmsfJ2zbJaupTN+Is\n62nrNtdmuwPZPqQAtRpKh4xL4WO6gG45436mfwuxMT8K5PNwlaAD0ct7/dyzCz0lqKe5yfPvDY5g\nERq+N51tD3JblB+qBVQWmDiyN4LYn6u4kCkWqt1YH8adUY2MmGXZzLf+Ionyq0TM8gl/yzOD1gDX\nmSp0utegUGa/dZX9qzD+6jGzVCsZNF0UmleSRCFyn5ypAAkhhGg/rLQvpn943XAEFU45i22Hv90d\nnpk8CeXbvMkxNjwiE57nm7sTTXNNYMnLz5b1FSC31xcfUz9jKSWJaXS9JyJIxS+axlWEzJ5kasU9\nZwAAyoob8COTcjkcAYP66F1nOu1JeujGi1BpGA7g+/w3YcxPNePP2MDAEusGlbo9u3Kpp1d7cMsk\n53sE0+fab3WCN55GiUk+Eyw2qPR5zz5oe8brJu+qQkKIVNFcE1iXpJ0p6ytAQggh2g/DCPwWbfZs\nwFQE4QKi/dhvOWk+sNlLMTLZFCDmsqK7k6tZ9ptGFaAW4yo/N5jtyYd3GrvZ+JlXUnBVuQ4HWv2/\nnrnhCygwV/lpU4LOqY/eI5djKfiyGunYqwCAsaN+z0MbI8iP+Yk4R0mEgk7jEwlZ/obWY+z4r3r2\n21YoLbFnhUl0NRYX+KJzxP2haSpB+ZCoju/QrzBr7LCzbWIKVP6SCX/LrwLf9HTIsv/xSt0J9r/F\ncncwtReWdxyR7gsQQgghRGayYsUKDBkyBIMHD8bNN98cs/62227DqFGjMGrUKHzuc59Dp06d8K9/\n/QsAEIlE8PnPfx6jRo3CKaecErNvfDgURqJP8shaBahPaHBTIKT8WI4aTGdeFQZf5EMOlVRjsVTd\nVwA/nelN9/YK/gy7DxxINVOD+pIR+8MMNYz9qTBbMgdBqI9fDt1hUBXbkzwY28dn3bJHM5/VNBte\no7enBH3FVMqIxQmyK/LLCFQgWnriuapkHlNQ4HeUxY84wSGB+kDvzWTCZz4CPxddtdezdpEpQFPc\nXdLE4cOHceWVV2LlypXo168fKioqMGXKFAwfPtzf5tprr8W1114LAHj66afxs5/9DEcffbS/ftWq\nVejVq1crzpq6bvBSgIQQQggRw9q1azF48GAMHDgQxcXFmD59OpYtW5Zw+yVLlmDGjBntPCt7gSX6\nJI+sVYAiZhlicSI97Zsm20TYewHkaXckEwH80Zv87rkAgHm7PN953e3e4vo4e6WT9ig/hDmn3PHm\nJlDpnQ+g8EKbkfKTOtxn3skuPdayR5d7uaErbLO+FirUFUFcEP3cGrMsx7mmBI0EcMFYmzmfcZPM\nSSUFqGMohR8LONb73+p5g1cmT7AxAtP93ty2bRv69+/vz/fr1w8vvfRS3G3379+PFStWYPHixf6y\ngoICjB8/Hp06dcIVV1yByy+/PO6+6SJrK0BCCCGEyAyefvppnHHGGVHNXy+88ALKy8uxc+dOTJgw\nAUOHDsXYsWObOAqgTNBNwNifW2x+HL1tPzaLyg972cjTTg3sGfYrz1hM0H0bGwAAX7aBmHLBc2ZS\n54hjqT36AWmjz0YQ+8OtlEgudbg5la4wG/HMIIsZ+sUvAADl4z3VckYoAIN5rYocmytj3pH5gP/o\nBv3BGFMl9adjKEXwPrDRKq/zItEW/dAri3NSf1FRlJeXY8uWLf781q1bUV5eHnfbpUuXxjR/cduy\nsjJceOGFWLt2bQsqQAAOH277RbcCxQAJIYQQIoaKigps3rwZ7733Hg4ePIilS5diypTYEO09e/Zg\nzZo1mDp1qr+srq4On3zyiT/97LPP4nOf+1zzJ22A1+sg0SeJZJUCdExBASj4+B3qqPwc92OboAIk\nryU90Hu03g2LvO5g/1XjzU5807Pp8pyT0esrYvZ0s1R+yqj8TKIEfAWCjMVSIjMHjr/Ge2Ldns6/\nHgDQ86n9WDDNW3SjBWG8bVsyJqjYLIcuyFb8/EanABjEeDWq53qHpg7+5lcBAE6cchMAoPSp9Oag\nKiwsxOLFizFx4kQcPnwYs2fPxogRI3DvvV66zOrqagDAE088gfPOOw8lJSX+vh999BEuvNArU4cO\nHcLMmTMxadKklH+HpsiqCpAQQojkwZQNeBzwx6jyKz6qAHU8EbM7zFrgudXJT3/KS8uQTiorK1FZ\nWRm1jBUfMmvWLMyaNStq2cCBA7Fhw4bWn7ARKYv+zqoKUFcE+ZxHUIU7l14L2/f10KYXtmnbnRq7\nx7O3eB7NNXbfLrWtwopMpsZRMNu42+uLWtcIypG+MsxSOgSK+ckEeA92OMvpdTOqy1TL8+8E7vRy\nBX3fFOa73/csX+csC0KIJKMKUHx6A/DroX7QM4cW0B9NZhExe55nzl8PAJhwmRcNXWnJ51baVntS\ndl2thw0lFHc5vukZbBNjnPNJJ9sEu3pq0N3MoqXviB8B1V5zGOq9itACK68PWlQ0kybWmR1qFflN\nGVqJT8RdnDh+PoKeN3qXph7+5hbCMdrLyfD9olfwULr7wqeaFFaAFAQthBBCiLwjKxQgBoFVAYgw\no/awn9uEvOzMhE2RvD/WLPTgWwCAXz3jedZn7vYWt6GluFW0JfiZAg+bwDjkhd8JdLJjYYNv+oHP\nIjuIp3hYEMY3F3i23uuWXFXjzR50yi3VwWxRgvzAWgbu46tQ7E8mwN/eMvvOeAUDHkrbxaSHRqRs\nFNisqAAJIYQQIg9QDFA0vc2OBEID9amrZnbACBqGDFucwS3e4H/zLdPXDzvo7Mno9s5nkcrPeG5w\nkdle37IJdq8W2QnLaljBs8Doy7zyytFR51qBpXPOoTOoEvYvKMCWDFaBGMiPaZzQcBeZhf2/jQzu\n1TH2LvtnBperpKAKkBBCiI6CdXcMY/vtASj4OZOIeObbR2PMd/4FAHgufReTs2RFBYi5Ki4CgG8y\nIkNxFtkF75d5mbO9EYVnfnsVAOCmDuoGxq71rVWCihAoj/TAmASvnPnpL+USqlvOdxRZBu9bHwSV\nAVvW60nPLroAAFCwy5utesazXS1TIsfJLkceeexCJBMpQEIIIZINHYHd/hLmT1Om8syCKQl+hKnw\nml9vSt/FpBYFQXvwYf2OzRfPAfw2eT2wWUrErOW7WOgpQMNvSO7wGO2J/QG8nl9MdkdbNcwm5nMr\nJjykAiRyDw7y6+WxQqH1Pp1zddRWU720Lf7QGPUIeg9KCRKiFUgBEkIIkWyYxLPY7/7O7NhTYzcW\naSRw8EssTOsEL4cs+luFOpOD7LOFjK4AsUdFFRcsBORt5wojPXO9l4tzxg0Nfnbd9tBe5ScMX0F+\nwCiDgUYz4/N5zpYid4mY9fJY4SSTARfdAwAorvFm5z7l2dtDe7LYpGsAYCGyCilAQgghko3f/X0k\nJxSwn5nwvkz021LZ5SLdg6N2OKoAebAXToRS0EnzoczPuQJ7TEUAABf0fReLtqftYnwYt9Ebgc/v\nj5jttxIwB5XKYv5Alc9pKjrOckF/x8sEVGaDpi7cEBu0uqvDrk2IHEJB0EIIIZINx+31vUsMSc+F\niGagAlQKXONNDX88bReTs2R0BciXa6n96WHNIehRW2+wvjdhZBIUoLbm/XHpjSDarITNBVO4VuUw\nf+EfEwuFjf821mTqGUsAAOW7gDFWntlkcYpZjhdGRSiVvcP8Vykvxu/lJjKTWuC0owEAA+AlRGTd\n1R/PLddiytQEJoQQQoi8I98rQPTeZ3CB38lGXTVzj2M9k6SOVO1Vfjiq9wSE4kSp/PTisAERZy8m\nLVNAaf7ATNFORvrvWl/GXdtxkXUFq7VVxWYpdPIdn4o8Qf45mNSqcEbijUUG0Qd8E50AL2caX5Vv\np+eCOp58rwCRMZzw/4k0Vk3uYX8gPYKEg+mAwc+8hsEAynvYjJ95gUHPbkVHFZ/8g39DbA5lJdii\nbCYvQrG1fVU+79mVtgWbvviOrzOrhIlCpJaMrgAJIYRoP+xICz8B4sL4G4oMoxR0Essus6z5D3lr\n/pyrFeUG5HcvsLAXDiCUia4Wgeclrzs3ONIzM4Bd7ezl0J7mr4hZBt6PAoIWV78fvF2r/3eiMigi\nZplR2Rq8zj0ZeP8Vb4uNtqUNwMUmsG1mS6L3FCK/UROYEEKIZOFnrPJ7fw2Nv6HIMHYAmOhNLvSy\njpc8lL6rSQn5XgEqdWyg39ZCcUC5AmMmPvJMaRAkmgqK4J8WQFDEaCM9EPxZdD+aS81S+VHwsyDs\nTm7lGacCF3kKELye8RjznGcZA7TfOcL/dNzFCZE95HsFSAghRPLw+3ydxMq8xq/LDkrh95S1JE5d\nE24rWktGVoAYA+Qn7SocaBPytHMHRjzYPS0FeiTcNnlQ+emdwPplbgxCvd1NgvbVxxiNUgiDZaUG\n6H62N1ntBa+WWNDP+Dc9yyeA1gbVSPqgqUMLCrDJD6hk01eN2UhSziE6ilr4SnMXr/JaYQkRc3Zw\nXSlAQgghhMg78n0ssF2OLTv0rjdR+BbkseQaNZ55DNjYgWehbOzG/lBtpALkp/w5CyE5iMoPc75I\n+RGJCI3iTc+9wlOAUOmZMusG1nePZ9krjD0Qa5J0JcwrdBYQKsscyFexlNlB+D5VAQB642cAclD5\nISlUgI5IzWmEEEIIITKHjFSA2Ca+3GzV+zYxSINQ5g68y0EvsDEJt20ZexsbY3IBFTnW7WnmxgCV\ncbSLkQAG0W12Y4CEaI6hAGxYjOOtHI03jdPMGHvBUQFiGaTy3d7M0FFqp5/LimVZ8ZTZA987NQAC\nMe/zVj7+nmtKkGKAhBBCCJF35HsFiB6Q393vMbPf/ROAK1J+PaIjcDzQ2iAep62eb7xM0EUJ5t1Y\noPHcICoh0OU2w8Ho5DWLlhLOWm/KdW+TfizQrMy6fY0xCYhK0GazfP91LyhoV7xHbwAYxrkBiTfM\nanI5JxfVcq88lVh+spJ16bmaDieFQdCKARJCCCFE3pGRChC9c8YAfYWuEd5Cbtf084mIWUvytQuw\nTjExqk1zNKX8JDqW2/uLPXD8ixjWFSpjou10RlB+zLriy+m22MbAc/Of0cFvb+K7vkBQrnO2B2M+\nPKumJNZ5pnfiDbMb9QITQgjRHurt0xXwsixuALyxpXYk3klkIKX2ed8+Hr2R3krQihUrMGTIEAwe\nPBg333xzzPrVq1ejR48eGDVqFEaNGoXrr7++ZQdmBSjRJ4lklAI0btw4AMA/bX4Nlz9sExuWAHjR\nZvKhxh+f9evXAwh+r+xmp2e2Ax/aEjqrzX2/F9asSbiOmtA+Z3knsyxjr5p9gkNyc0CmcQ0AHrAZ\nFsD89RcPCSFaAAAgAElEQVRyq8ylgoMIAhlsGHi+s7aaik0x27om1trmH9viTgBGwOs01sdUzh25\n1uNHZCWHDx/GlVdeiZUrV6Jfv36oqKjAlClTMHz48KjtzjzzTPzhD39o3cHzNQiaf2iUfI/kCmrD\nmXW5IinY278U6GlLmvNPm6r4ELeqwnlWm4vd7fi/0gWhLRtsusHdWohmOBSaZrPTYc8cudWzrB91\n80xnb4QDv9m23jbpAb/Vo1UVIb5H94TP5buVEefaRNZg+UKKbEiV/gUF2JLiivHatWsxePBgDBzo\nDVM1ffp0LFu2LKYClOlkVI2CDyx/woVmZ95qE5O+EloaSdFVZR70wlevXp3W60gOqz3z5tmosRt/\nKdck+H7xYn5c3HHFWOHhkEiM+WF6lCrGZ/zI7PQvALjDZiJm8/fPIrfKXCrYhEDiYS+epzzzuJfJ\n1w/ysd5gNRb0uMwWP9Oh1ydE29m2bRv69+/vz/fr1w8vvfRSzHYvvvgiTjrpJJSXl+OnP/0pRowY\n0fzB83UoDP5p8bv7MYOncOJUKBldrhDdtRPD+iJS5EW7FzUjf7JLcEsqQiRRMDQ9a+w366uNpaFr\nPAAhWkcpgkEtPoteNc2UxF2mLFonj4gV0tL64AiExbMWracOCDUpMIYkf0MIshf7RzTvLUWtRG3m\n5JNPxgcffIBu3brhmWeewQUXXIDNmzc3v2O+NoEJIYRoH1TrLLoO/wlg1R+58vc2Qfkpf5p1sz+O\n7YMo85Yt/Reiv1MqVNry8nJs2bLFn9+6dSvKy8ujtunevbs/XVlZiQULFmD37t3o1atX0wfP1woQ\nvRz+jGdQAup1oU0MgTyXXMEZCgOdfQlw/+5428fSlBLE58dVftxGLMY++5fDIOixHyHw3B21SmVQ\nNEtYqWb5OTZ6E7b1P2fW3ncD3vYs029uRJAcluW5JclCO4Wt/4fC2CTq7CrL2YPdK/vXZvWiLapg\ne6moqMDmzZvx3nvvoby8HEuXLsUjjzwStc2OHTtw7LHHoqCgAGvXrkVDQwOOOeaYNFxtYjKqAiSE\nEKJ9UAHgWFHXAKhaYCuvX2QTU81GUndhaSb749h+55ml0wEA62d4s9VI/XcqLCzE4sWLMXHiRBw+\nfBizZ8/GiBEjcO+993rXVF2Nxx57DPfccw8KCwvRpUsXLF26FAUtCVtoQH4qQPzOfuIvPqM41Wz+\nBqHmLua/fPouPjblZ2TijdsM82VQ8aEnHZNkzpeM1gP4m00f626VpRyAPP5UQt+c/RojZqkObY9e\nTPXRYFktR6AAUSXfBSHSS2VlJSorK6OWVVdX+9Pf+MY38I1vfKP1B87XIGghhBDtg03CNuSY17Ls\n906mE6nA/uzhQLQ1J409WXNudLd8jQFiTMcllMn8NJdMjScFKHuhF+wMD8B72uUIlFq+nWSUfTcG\nqNaxbjd5v6xx2JW9+4HuzJky1GzEbLaqKNl63dkKy40bpWEaZ7EVNreQInpxDwRvPipAOTsMghAp\nJKMqQEIIIdqH60hGgFCbGWtZrAzTMVF6kcyF98rGArOkZiXWfl+0P2aH7CZfFSDi98zZxokas5Jt\nsw/3nrnz9lDvbWhzfENTvcGKnXkem+l+KPj8w3renGhJ6bAZwGjOWPChYtHSQKJcTK6S6E5nEhGz\n7Lgc3ZThF0IrVr33R6/eg9iYNe6iITJEzpHvFSAhhBDtg45kXyDU2StRRVJkLk7bKAOErTb8di4q\nQPkYBN3HCd4LGrr50NZAUm2m4qb9bykWZxNK2FMXf8Nm2dvY6KtAiRwIXh2VIG7HZOMncqzdNQBK\nbXCmQfTcqQiRSBuvVCSmpeUoXm4mt3mHtsaZT3U+J56H12fZmFn4aK3gs+ISLxM0KXKsEKL1ZFQF\nSAghRHKgI9EbCA0n5Fb63IqkyDycXmCWKbjR0obsQtD8vzcXmkKbawJLYq0loypA9Gb84Zj8Qb/p\neR+AHthMJHxfWrItEARf1vomGUF9bjwQr8r1mKkAsRSxn+FOO3fZZgTCQdeNnj2O18y8QJG2X6ho\nI24TTrxylyhWMFFPxKFxtk0mfJHxPbYjerHJ/Y17EAXLam8ERZGbtCZEoqAXgqCh4yLOWr1Hs4eI\nZ6xgsAyEW4tyoiKUrxUgIYQQQuQxzVWAuiTvVBlVAWLbt//dmRn1zXc9O+xZBOMzudl56c1FnHmR\nfFozSrq7bWdnPuKZXfA9G45X3R5cD4jxZfR3nbALv8Mhe9mUvY2g/HGn4261iRt5VLOR9l5unlOL\n2OfVLSctKWtu/BBjt9yYH3dE9HiZmt24HR47USLBeEpKjdlN0fMfmszo5J4qsMJXa6v3hPaiKHrQ\nsU2Jpb6gVIpQynM3TkoKUPZg98xuGd9hbk9X0XIyqgIkhBBCiDwmX3uB0Runj7LTqrhly23BsD8h\nyOHLvmIcTbzGORrXs31filD72dH8JjHQU3a9bt5lG6XxTmC9uaxt7QXWFPSU6e+6sUAMkfC9qfUA\nBiP6gj41JbILgzeoQlIJUhmLxlX93OUH4ixrz7mo+DjxZXjJOYflnvK35/WNDNlECokbRxQ+f3h5\nLYA/2TTL/oboy+JL3k5xcH/06hqz4bxYLMdUd1oU61GKUI9afvdc603L+1KK3HsOWQbv88x6z7D4\nhHsCZnXsD8n3PEB8XbBH8gWcOOUVYCz/dBK9MFlY+NLjSy6cxE6yb+tIVPEJNzm49+MjZxv3GHZ/\n7rKu5kuAx2zNlg58iPnnwhYB/i+4yRdf3g1UPGcz1uvCb6MdbS8ivwLEZllWut3mklwkfL+b+8NJ\nVGkIzydKmJkouN6tSH8UZ1u37FmZPPSf0ZsVsjTwfo0EMNGmWVEY4GzjssNZ/ycEQc810dfKxW+a\n3RVl/PdfuJc8m2jdoP6cCHoVIky+V4CEEEK0D1aWGtcBBaxV9eLEKLO5opbkmqIVxiQf3lHLWs8K\nc1d3c9FiMqoCRFmXN9buM3Y+7tmyEgCw9rAKs11Otq3c5gh6bPTMNoXWUw3iSyAdtETydwNBE8nu\n8fZJBokCUPmbPmW2R+i8VH7WO/N8Hdu+t5iYf49nXt4f24iZTNzu8dud9VSC6Hi8DKCrFcARD4YW\nAsD3vEFbcRqDoq8wyzJ2sdlwcG+u/NHEK3OJAtwTZR1uTWAz/7CPbOZYNYhtbl0fPb/73ejVNTyW\nlcWI2dLtwCAqyG5TOt8zbC5zFSEOm/JU6JrtWM9buaECZMr2x+s8u9kWU+2pCVk2fblBz1J+RM4h\nBUgIIUR7iPoPYY1/tNsLLFdoTZNstvKQZ+xe0v3chRyrCOdrEDRvYn/z0um/UeJbsAzBg7zQbO9X\nPEvB57gjPHvIvK3CgYje4DTExiTQi0u1jJpI2Wnp+mTt4+5LdjiWrjOVDkojtcCn5pvSjWX8jJuB\n8Hmzyzyz0nZbg0DxSwXuwKssVuGeyYxJqrcL6222nP8hE+woC3/m2e6TbQVVrynI7SD8RMoPnOWJ\n1oeVoESqUKIYsj7O8vcRE/T8mr0bLI+lb90gGwa5M8arB4DeFpvW+wnPjrF1FH4KZ9iExRgeeiX6\n8gqPAD60dxALF58JKkAbo2f56LhlcxdaGfRsRDWN+D0LqGxdgdwg18c2O4CgPJuCaX+MVAr3uLtk\nO1KAhBBCCJF35HsFiB4QFQE6Zr/fA1SaF1VCiSxilu7OBvO6ptr8FKs1l5o97n0E7fpuOz+9yWQq\nQW7vkLA33FJvJZGqE68XTXs8ILcXjdN7xs/db3EOK8xLXofAXaWXzUPR87T1H9v4Ne87m29A4AGn\nEpY1OukUqmpD03TcOZxSV1OxenJnlr1vs9szy88exCoYqR6IM9mEe1+19jvE6yruwmX0a91YMv5+\nzrASqIWvxvy3PeuU8PgiscL2sd1st9cVb2Nx6Coo+JT1sokqs8OXRF82pUN/HJ+G4ASO4tO4PHox\nz+8+Qly+H21r4mDx3AhghC+v5lqwcLY+Ry3lAPySYuW20d4/yUgYm+9kZAVICCGEEPlHCkOAMrMC\n9E/zdoY6PXY2IFDGRloteLhZek/02uttGIMy62WEi8ye/i4wjWdiXBCTg7m0x1tqSc8Y1wNuz3AA\nyfSEeF2Ol/2m/Zi32+KQfPOxuZu8V7xPRc48YYcqakrrEdz3VMLrcu9EMYLSUWPWTdA4xnrvFLPw\nDTf1cRKPdiQSqx7ZqgQ1NQxKcwkPE+X02YHYhKZuUkMeg9s5v+fedwPF5xmzVrhW7o4+G8uee+/D\n81SdecgBdowTrOxTMy6j4kOpiEpQKYIgDbrqm6PPt9mxfNrcnD/1aFu+Hx5nPxDkj/WTM97obi4y\nkj/BD5i08mxzMT1Zc4UUtoBlZgVICCGEEPmHKkCGq+rUIvhhNjvr3B+My3ub91Vpnlv5KQgGV73O\nuhXiNLPM20Hfqz0KkOvxJ+oJE17mqgOJVKSOEgh5fHrf9uO9c5NnL/MM85aEYygoBlElcQfo4xXT\na2F8wovOfEfj5gMiLD+7QvN+GTLrXjOd/xN5u2JcsvCgmiTRvc4UJchVbXhdB53lYTXH7e3lDjLa\n3DneB/BLm7Zn8P+uit7FvRluj6pa+IWwztRfqotUfHh7aswm6j1ThKA8MC6I5Zun5bHHbI+24Qzj\n65xL5zqOscvrYpnjL0rBqL2KKMtrDYAKnnSG9VbrtdoWjGvXOURHUwt8+C9/EohVCgFlBG8rGV0B\nEkIIIUT+IAXI4I+wPWTdwSxdT63UsVzPdtPKdUCEG481JWgs137VrNtzp4+zvClv3VV4EsX5dEas\nN+16xm6uE+57yGxNnGtJpFq15NprzDKbrcUL/NQz/zCXll4wf1vGSYRx07NTEeJ92+jMp9pzSaQE\nkYOI7ZXGMsXvQk/sRLpi/qiEXPMWgqzjieK33PKRrl46ieLMasyyzIVVnURKj6skurjq6C+BvVYi\nrKz5hcx94F0FyF4O/6gPFBe+L1yFxc2v4/7yPFVXxCqSropDBYhqDc85wFke3sft+chiE1YdgeTF\nwvE4vygowEHrtFZ8g63sxTLK8jYUIpPgO3hZUBit0G2Mt3kOkfdB0EIIIZLDywCG2/QE1goHcS2r\nZaoAZRZMNvuWX1N+xAbPZQUo5xIgGlKAjLAq8OCDD+Kbs2b5/ih7aTDmpMhZTuh9RUJ2l/Ucq7iX\nO1nvptHci3083JHkm4oNaq4HjEu83mAs0m6GalcpYv24BsE3c4/VmjGo6ME/6pnd5i7a77PTLJ1u\n6mVUQrYjVpHjFdJh532ht8v7lu6HmGXsmAQxQUDMWN5+UmCWkjrrIVRCWeBShPZo7v678V2Zki/I\nVXV4R8Pli9OfOetqzLqZbpxn4pC9yp8DcL03+bLFqlAdiZh1Y7S6OvMbEKgwLFv8o3BfprzKJ9Z4\nN6yoyCu9E8d4d7YHYnG/Pcszz1FjlhWNsILEa6Wi6MbB8dlJRy9IIfKZjK4AhamqqsI3Z81K92UI\nIXKErl29qklBgmbQXGENgsp6MN7MnWbvSPXliCZxHKBP3/UdUYYaxOv+nkvBz1KAErC3sdGP2aCX\n5saWwFlOhYHe14MIUnbUmdAxjjs/YEpQIXNlWLenGOUn3MLP0aFdT57qkRs/xO2ZzyS8zvX2X0J8\n6I9+hthxunj8RAqCqy51RjCm132eYZJbi8ewxLW+P0+YozfcY4oFl0ff5dhU9fZqL/UIrpVlLSbZ\nr+EPJUUF6AOLLTt+A4L7n6icJFIO4ax3Rx1PFk2NzxW2LHMst+EIGm7D8molhQpPokJAKfE5YKUT\nX8ZNeVaWbt4DElaG6pxlbo9EHvOhJ7zxvTZv9t4KBw96Z/n5Aw/gs88+w3cXLPBVm+bKK8s9r5Nx\nSD0QvHt4LP5iO3Loz0qIZKMKUBPc/ZvfAACuudRrZ+APReu+IHc5y+sR1KApY4+03vA9udNd9gfW\nnS/0iNlwJcP9I3ArNvxTYJJFtyIULymc+2eYaORmvm43hY7nDh1wqrM8UYA14AfcLbVEfvZ7rLRd\nKfO7/2PhQureB/757HeWuxWlTPFc3OsL43bpjzjb+s2ubBvjD3T8DiTuVg5nuYsb+H4ArQvGb45E\nFR+3M7bb7BoeeoJly2oyu+25WRe9OOZQ9vusNjViCYLKNc/iNnm5wfOsVJSEtk8UOMnTPvhf/9Ui\nteeWu+/2K0VXXXVVk9v2seOxnIebVN1munSV9T0IqQZMDLuQ77ialF+PiIfrRFhaiDXATnNIEzXp\n5hoNUBB0Qi655BIAQQVICCFawoUXXpjuSxBCZBBZVwEiv1i6FMcccwwAoHNnzxMuLi7G5FM95YPe\nF2vL+0PWHzfV7FNmq/y892bnW+PPcQNtAZshdgCHtkefoItt86l5Vl2OsBVsfWcvC3rtPRAEj7KR\nxQ0JdpPlMVGjKTX4CEFvAfMc9tp1FS2Pvj43WpzsR9Bf2DyNbebBczE1JXqR8Zqz4h02fHokmM9k\nWE54dyLOPCkZbBMnxDtKouEfWjsQ7gHEV4WaOma8czTXHd8dgoLLG5z1LwG7LakeHyRaUxlWmsLD\nZi0GNlO1Yfnag1jF8Me3345vf/vbCa41lu4hxcUtYx0ZXJyoOSuTApr3Njbiy6ZUbbOHuJzvutnW\n8QFnARiV6ksT/vPF93hN9Pw3AT4F7lA8uYqawFrAxRdfjAcf9GJXSku9CkJxsdtYIYTIRlpT+RHN\nw8omK6NVHC9tNt2bNQiq+B0VbyZicZu+LP7gvz2H45G3c7/bu4sqQG3g0gsuABAoEW5VKBwQ6Q6n\nwaDWJ839vIDeEd8Dp7wbfdCDCHpT0Ovt+270CQebxzyNkbEsvowVOoDY+JzmkuIxnoj7rQH22sAM\nfEr4PmMgsxuVzH66VC32wE+wddBEI4ZEu52YW+KB8PfPlmDnRENiFCG4GxGzVL72ONtGjdUSnsdL\niE2E2BKVJh61aD5JYqK4nqbOR6UnkfLD5U68z/PbgeejF9WYcsgwE3fQUSqIbN+P90K/+f/8HyxY\nsCDOmqbJlFgyIXKNFStW4KqrrsLhw4cxd+5cLFq0KGr9ww8/jFtuuQWNjY046qijcM8992DkSK+r\nUSQSwVFHHYVOnTqhsLAQ69ati3eKKFQBaiFVVVXpvgQhRBI5dOhQ8xuJVkOHhP7RjMc9W3yXrfnm\nGgATba0UoNRRY3ZD9Pw0zyxBepWfw4cP48orr8TKlSvRr18/VFRUYMqUKRg+fLi/zb/9279hzZo1\n6NmzJ5YvX47LL78cL70U9GBetWoVevXqlY7Lb5asrgABiYcyoFrhDmR5ELHxKm5q8TGWcbOMKoqb\np3A9fHe2zpQgxh8UDLMJhv4MNyVomLXpHrK4ie0Iqrlu/jgqTX2djA8n2L68bZ++CFDKZiATB4S0\n54n6E3+HiuecBXXwfxB+XT6K60KbAIlr5V0R+8p0e4VlGonKDalH7O3hPWYsSyU3ZlDLcMf6ih0Q\nq7zscWxzHInkDJPhqo0bnHmuZ29GKkJ7PbPUBmbcCD+VzDP2FSicUvkJJ4sAgMXWZN3Q0IBOnTrh\nysu8NBO/XLIEdXVeKZszZ07rvo4QosNYu3YtBg8ejIEDvRjX6dOnY9myZVEVoDFjxvjTp512GrZu\n3dquc2ooDCGEEEmDlXk6NWzmnkev55svIchbwEqwgqI7Hid31l2eg/H/m1OxDYm7UaSCbdu2oX//\n/v58v379otQdlwceeACTJ0/25wsKCjB+/Hh06tQJV1xxBS6//PJmz6kmsFbgDmVAYaMogQ334HEL\nFj18erIV9raosLJ50O7KRsTmZPCHSTD1qIIXYjFtGG8aFAOOnkMQFMGd+XbivuxVxF5pNWb/ac0E\nLyKIRbKApo83RJ/WjcPoaxMT7NwHEQhOlMf53Zp78NzfOjzN3zKRvpGumI3mlJ8w7uCZ/L5UNmrM\nlvP+8N4WhnsNNjV8SmsIJ71sT/4f7suXWCJFyIkNYpmzOLHGh4LnhCojy881v/419u/fj717PdXo\nyCO93oucr6+vx7e+9S1cqlQWQuQMq1atwgMPPIAXXnjBX/bCCy+gvLwcO3fuxIQJEzB06FCMHTu2\nyeOoAiSEECJpuI4is7tPtbHXyu7dDlSzas8qbR/HiuRyAP74i6954Q1/XejNsiNBOFIiER3pTJaX\nl2PLli3+/NatW1FeXh6z3WuvvYa5c+di+fLlfnoa7g8AZWVluPDCC7F27dpmK0CpJOsrQPTo3Rwg\ndMbdzNC1CDz4ImdbKh+lzvyy+ujt30dsXIwr5gywHjJljA9xu6c9E9rJDtJo8wXclt3U2NzKC+VJ\nnoP/rtpp6hFfbC861g8rMktVI7xuPeLT1Zl3Va9SBL9zrbONSzYoPy6uEsbbwiFV/AIV86UPIMj1\nlCj/Tqpxgi1jMpcfiN7uAyuU/BFCnQ75tfmc+IOR1tWhtrYW3//+95N0zUKIdFBRUYHNmzfjvffe\nQ3l5OZYuXYpHHnkkapsPPvgAX/7yl/Gb3/wGJ554or+8rq4ODQ0NOOqoo1BXV4dnn30WP/rRj5o9\npxQgIUTW0pZu7CI18I+FldYfmr3vhwCqGRn0v8wyOR8gFagj+D7woXkUUzxzs62JN9xQOigsLMTi\nxYsxceJEHD58GLNnz8aIESNw773eCK3V1dW4/vrr8c9//tN/7tnd/aOPPvKzrx86dAgzZ87EpEmT\nmj2ngqDbAAsKfzh6o1RzwgNY7nG25cuAKgb3dcd6ChdG7usW1CWI5n+z15V70Brg4O7oRb6yYhNl\nYZkGiB1T6SGgbnv0ealOuCMGu+N4cb2b1TgMfzN+f1fdCY/HdNDZxs0DlAt5Wvjb8Xfhb/ixqW89\nGRRzPuNnhiCIpeEv3Z4/kvbE/gDR2aTdHFTOoLqf2rdjgbIbu22fZ9cAWInoTQibWTIpG7KIhgo2\n9cBHdgMzo7rEA0FZLYUqQMnExl784Gd+DfQZe+zcHsnprgABQGVlJSorK6OWVVdX+9P3338/7r//\n/pj9Bg4ciA0b3CG0myeVCtARzW8ihBBCCJFbZL0C5CoLxzixHq53WofA+ylxLD18qhhu/FBY1aiJ\nswwI1ByKASVWlZ1iFeET4ww3zpifYrNlrP6yFxgvjF/GvsAb+2KHYaIHwVw1iXphhUfZdkcccy+R\n8wxFihf/5Ob9yQXFh/Ae15jl78HfweJIUUm1j570jOVAr7NtIT1o/tqdHdscRza/SbMciDPt5P1h\nniqKANebtS/LXoXrEBPCJrIIt4fjBgAzb7eZE1Z5dlI4CJpvh86hZaJl8Jm3h2r3dM9eD/+P4qe2\nBZX0bMmk3xEoBkgIIYQQeYcqQO2AcQdurx96q70R+DL04N1QGzjL3fV70LzC0cfOz0TNrNlPsDs7\nGEBPV2pxJScnOIgxQ5/a4hcRqA+uSJQo/iLR7wIEXgejVdzx1NyhrsIjvru/Ec+TS0pQojHkWJ7+\nYT/mieGx5EaaN30Se4O5sUCdQxs3RbI8bjfvT030PKVEfgf7sp/abVwXWpwoT5RifzIflmU+t2sA\n/MTiUP43u5JOYmLEIUgcwyYlqHn4pMz2jEU61z0QCKx8D4ffqfmKgqCTwF6nIsSmoK6IbeIJD4AJ\nJB5ItTXNOztsm/52frfSMBVABTd2u7nzrcQNrBbFh8TiULEBMb2Tm/3zacm1d3euOWaMT4d6xP7e\nmVbxca+vLfDeMfiblYF6Z/13LAVCwXYAltcDRXaHhnEwXI6V0tI/kB2t2LYlONWXT63xlM149ie4\n0yrdLHNsYt2F2Jd0Pr+0hRDZR85WgIQQQkSTyBGoRagHEjv09LUq/XcfRaBQDjVLJbHGbCSp15n9\nhJXWr3mT/+4Nc1FnsVbXI4ipa0u390xzMpOFmsCSSLxC4j78VDZ2dICKscVRgtjK9TKAAezuzgtw\n2+Yskvnjt4N9AOBjsxsRqBDJfBgSHcsNMCdh1SnTH8pkKkFuThXO8x5PeRvo+YDN8A034wnPDmPT\n16lmmwuKDg+F4QakNkc44Jl/YGzr+pNn+CUsTpPpFdgawjJX61ghhEgmqgAJIYToMFxHYBeC2LYb\nrYb//TttQd+NwKV3IpqznPlaNB/Hlg/QNaCz8v8Bd7wLANhmOX84zMU2NJFEvgky3clsL6oAdTDN\nFaCOKGBUgobaC6cYgVLwFQb3UCXg4JrsiuzM2rCU2IzUPgy5FNyaDCWID6n7EgurI2eZ0BJxJZMq\nS105yB0iYygS4w6rQdvcH08LhuFg4bIy6IiQfpl7H7Hwe+dS+cgXws8BXz/sWPGgvZeqqgEUeX/i\nmM7hTa4ySwWzFPldAapx7BzP3PUusMibZFf38GDKiTrgxCPXKz7pIC8rQEIIIYTIPBqgXmA5h9uz\naiMCocfvPm0rDzpuNuMw3EA5pfFuP00pQS31uLivOyDustD0WXZPR1H/5j1eaDFBo6nSvGWWpSPc\nXZ4eNvs0Mjmim8rSVXziJUC0fQ5Zewe7EW6IMjHqFpUhIIiFkmeavYTLPUsVm8KYwqNuP7DgMpup\ntbs+9ybPFs63FQcQG8eW7YoQn5WmYu3Y1GVNhB/+zLOm+vz1oeD9zXhNPkMtTXaYb8+XmsCEEEII\nkXeoApSDuEpDHYKON/S2OWyGm3CPvb/oMRx25kX7aY+X1VSvuRqb5r0eY3l1Jj/k2TJuMN/8xPE2\n3+tkm5hodgBilR5axgbRh2fSOlcJ2oNghG8b+oIJD60Q/sMKnzMGql/mFO+TW8RTQMPDYwA2XI7d\n+Lkm+JQxX9QNJmkO24RADbnYLOdTkSzRfTaAlik4bYHHvQ++8vPfjJHyzIP2nG9E8P52/9TVkzI+\nGgxVCCGEEKIDkQKUYuhxDSoo8GNG2EbsegSMv6BHVmOW/sdBeeEZTVgl+bwTJ7TebIVljZ5JiajS\n7EgblPQis8cPRND1mF4ulZ6IWXq6bi+x8ACstuxNC/oxJYq5puj1U13kZbWgH5nIEdxhMtaFllnf\nRdrBEdYAAA5eSURBVIx83LPjWGBuXgVM40zE7BCzB5zl4WWkrSoNyzaPtwOJldLWcACBWsr9OTSI\n5c56ZzlgoVDrLd8XBdUas9tDV+P+ri1R8PMt/gfQUBhCCCGEyEMUA5QH1CLw3+khMP8G8wOxFuwq\nQWPOcpOQiUzn7+bJMZs2FSD6zBstZmC4KTJTbXmJpc3H5HeBiyzOYBIHj2M5YAwQxxlzoXf8J+BT\nG5zVBmRk/h9eBxWqF515lrnVq1cnOIfIZvY2Nsb0hOSf0HZE9/4DgnfWZlMOp14ElN3+L5u5wLOD\nvmdbsVxORKD0MC4onkrZEsWG8UXcjyW4JnRMnoMxSQ1xjuPmNqcNJ2Gj8mM9NFfYU3En8Mjy6K39\n3yW0NyPz+D6X8tM0qgAJIYTIGPgnvtFZzj+qZQAmfMebjrBNf461D00faAveQlC1jxe0jGbWhZu5\nWAGie/g7z7z2RHBR3H0Qqyfh8csioWkgqEC9FDqHLfvQHA+Ld2405+F+BGMH84rdVCX1SF1zjmg9\nqgCliXpEe1hhW+RYPlQcq2zcuHEdfHWio3B7Tw0yr9v1HOlzjrRCMeoBYLLFGRRcZn9D481Oto17\njbEJ5hCyF/4hyzW0BkHMj1mqjm7uF5ZFIYRIJVKAhBBCpJSWDA+TaOyqrgiaTXeZLFJB4eV9U1DO\nugc4rcYWMr2DmzxxSJxllHLCzVOcNlnmDquyL0EQQ8CUEsMZus3jXR+6cqpCL0XP797uOwu43zNv\nvOlZ07WwB0HToKsAxUNNXy0jlUHQedEN/o9//CO+9KUvobS0FH369MHcuXPxySef+OsfffRRjBkz\nBl27dk2ZurK3sRHbEfQSCH/q7PO+fbidaD/N3ev169dj9OjR6Nq1K0aPHo3169fHHiSJvNPYiHca\nG/17/aJ9NttnuX02whPkNwCeTPMMvP+BNaGN3nnR++xd4n3eecL7PAbvcw9Q95D34SL3UHvsw7L4\nz8ZG5fwRQqQMKkCJPskkLxSgPXv24LrrrsPYsWPx2WefYebMmbj22mtx7733AgCOPvpoXH311di0\naRP+/Oc/p/lqRUfS1L0+ePAgpk6diquvvhoLFizAfffdh6lTp2Lz5s0oLi5O0xULkXm4zfX7ESgc\nfsC0/VsNt2EhSoYBmGkBQjPMDmJ8ELvMd0Z0d/kwDKZ+C35X9FvsSmyk0X/sBiwuG5WUpNgy/D7V\nnf+MPTSlLWYtXA5f0nrGOig85mwaDgxPpPzsSbBcZAYZpwDddtttmDZtWtSyhQsX4qqrrkqwR/PM\nnDkTkyZNQteuXdGzZ0/MmzcPf/3rX/3148ePx1e/+lX07du3zedoC/SuNzmfV+xDdWCvffKdd955\nB0cffTReecXLjbN9+3b07t27VT2TmrrXq1evxqFDh3D11VfjyCOPxMKFC9HY2JiSSjHLAhUYqn5U\nA2sQqEJR/zYIbcQN1ttnmX1ut8/yQPHZaB8qTzUIRqfehUAJEkKIVJLXCtAll1yCH//4x6itrUVp\naSkOHTqEpUuXYvny5ViwYAEeeeSRuPsdf/zxeO2111p0jueffx4jRoxI5mWnlFGjRqX7EtLCoEGD\ncMstt+CSSy7BunXr8PWvfx1VVVUYN25cUsrGG2+8gZNOOgkFoRiIkSNH4o033sCkSZOS9j1aAh90\n6k61CNV5uJILLDYB5qn6DegW+rDTXGI2rwGBB18TOj4QVHrcCne+ljnRNCw3NQiKHQPq2WMsYrb3\nm8DwH3rTfc2WjbT4oGqzFQhi+EvMhmUm2ImsJ1adpYl4JrQJr+k6K8yT2SuNx/sOAGaS4IOw0o5n\nz9IaBGJQuIM9EN3Dy00PQOQ8tJ28DoI+7rjjMHbsWPz+97/HvHnzsGLFCvTq1QujR4/G6NGjcffd\nd7fr+CtXrsSDDz6Il156qfmNM5Sf//zn6b6EtDFv3jw8/fTTOPXUU1FQUICnnnoKAHD33Xe3u2zs\n27cPPXr0iFrWvXv3qHixfCWfy5wQInXkfSboqqoq3HPPPZg3bx5++9vf4tJLL23xvn/5y18webLX\nL3jAgAF44403/HV/+9vfMHPmTDz22GM48cQTk37dIjXMmzcPU6ZMwS9/+UsceeSRSTtut27dsHfv\n3qhle/bswVFHHZW0czQHlZf+oUFzAc95ZdVsp7lHZexl474tTDZ62bxbeuS7EMRHbDPrpulXU6to\nSW8wssexQKxASVuKIFaG/bp6m7xyCgdZHQzgBFtJJShilq3WdwI713mT65xzvIhA1OFjwXNut4dp\n50OJh6PgI7UZgYKVaNDSeCqFlJ/sIiMrQBdccAHmz5+P119/HX/4wx9w6623AgCqq6vx29/+Nu4+\nrOyceeaZ2LdvX8z6V199FVOmTMGvfvUrnHvuuR16/aLj2LdvH66++mrMmTMHP/7xjzFt2jQcffTR\nLSobzTFixAjcfvvtaGxs9JvBXnvtNXzjG99I6ncQIhdxK9Os5LAS3xtBxZvrWKepMVvyNtDDaukn\nhPYLU4+geYoVejaBhZuKeQ46AB+bXQSv2z5C2/K6wlmb3YpcU6pEeys+cjwC8roJDAA6d+6Miy66\nCDNnzsQXv/hFHH/88QCAe++91++51Rpef/11TJo0CXfddRfOP//8mPWHDx9GfX09Dh06hIaGBhw4\ncACdOnVCUVFRnKOJdHLVVVfhlFNOwf3334/LL78c1dXVePTRR1tcNpq61+PGjUOnTp1w5513orq6\nGvfddx8KCgpwzjnnpOCbxSccY8FYBD8/rpMbgaWVXrE/zIbZXYj1atXFXQiRSTRXAWpel2w5GVkB\nArxmsPvvvx+/+tWv2n2s22+/Hbt27cKcOXMwZ84cANGqwG9+8xt8/etf97fv0qULqqqq8Otf/7rd\n5xbJY9myZVixYgX+/ve/AwDuuOMOjBo1Cg8//DC+9rWvtegYTd3r4uJiPPnkk5g7dy4WLVqEYcOG\n4cknn1QXeJGXtKYpDIhtDgs33wJepZuVd9bdqc5EQsdhy9fbiCacGZ9NWG6FvtY5X9jyetgRIHzM\neKRC+RGxNFcBSubbuKCxMTNdwA8++ABDhw7Fjh070L1793RfjhAphYOmUqovATDSpjkEKl8SbocW\nyvkbne22I2hqSNTbSwiXllaAXBizxgpJV8SO7sUKSCS0jBUg94+utRUglw/MHh/nmPFIZQVIz2FA\n14ICDG5iffHo0Vi3bl0TW7ScjFSAGhoacMcdd2D69Omq/AghRBbiVg7qQ8tYsS9ytu2KoDLDdeFU\nEDwOK0DuUBThZYT7H06wvq0ko/Kjik8sDWi60plMBSjjKkB1dXU49thjMWDAAKxYsSLdlyNEWlBs\njhAiH8nrIOiSkpK4vbiEEEKknr2NjW1uBgPiKyWuAhTmfWe+qzPfVALCeLhqQrjru3vseLh/xi0Z\n1LQppPo0TSorQBk3FIYQQojMYm9oSJ6mPps//LBFx3NHc+EwB/sRxPgctA8H5uU+bW3CarBP+M91\nv/PhdewJfdxt2kq+Dmm0YsUKDBkyBIMHD8bNN9+c7suJQhUgIYQQPqtWrcLZZ5+NHj16IBKJxKyP\nRCLo0qULunXrhm7duuG8887z1x3bp08Kr1RkOocPH8aVV16J5cuXY+PGjViyZAk2btzY5D6pHAtM\nFSAhhBA+JSUlmD17Nm677baE2zz99NPYt28f9u3bh2effbbN53JVlvo46/ihItRaeOxG+wCJ/1zb\nq/LEI1+VHwBYu3YtBg8ejIEDB6K4uBjTp0/HsmXLmtyHQ2Ek+iSTjIsBEkII0XZ+97vf+fnOAKC+\nvh6nn346Vq9e3aL9v/jFL+KLX/winnvuuQ66wvQgbz/1bNu2Df379/fn+/Xr1+w4nOMnTsTu3bsT\nru/Vq1fSrk8VICGEyCEuvvhiXHzxxQCAvXv34tRTT8WMGTNw8803NxmDUVubaNSrWL72ta+hoaEB\nX/jCF3Dbbbdh5MiRze/UThhM3dr8/FSVOifxWlpKvio/7SGVvb9VARJCiBykoaEBM2fOxLhx43DF\nFVcAABYtWtTu4z788MM4+eST0djYiF/84heYOHEiNm3ahNJSN82hyHfKy8uxZcsWf37r1q0oLy9P\n4xVFI1VQCCFykB/84Af45JNPcOeddyb1uGeccQa6dOmCrl274nvf+x5KS0vxl7/8JannaIrmAmRb\nEjSb7LicRL3i8p2Kigps3rwZ7733Hg4ePIilS5diypQp6b4sHylAQgiRYyxduhRLlizByy+/7A/q\nfOONN+LGG29MuE9b868VFBQgQ0dUEmmmsLAQixcvxsSJE3H48GHMnj0bI0aMSPdl+WTsWGBCCCFa\nz6uvvorzzjsPK1euxKhRo1q9f0NDAw4ePIhVq1ahuroab731Fo444ggUFxfjgw8+wJYtW1BRUYGG\nhgbcdddduPXWW7Fp0yYcc8wxUcdpT/LEjiSszCTrGqX2ZCdSgIQQIodYtmwZPv74Y3zpS1/yl515\n5plYvnx5i/Z//vnncfbZZ/vzXbp0wVlnnYXVq1fjk08+wfz58/HOO++gc+fOGDVqFJYvXx5T+QFa\nP5p8RxOvktKaa1QlJ/eQAiSEEKLDyOQKEFEFKD9RBUgIIUSH09KKkFvRaGsFqi0VlvC5VOHJfdQL\nTAghhBB5hxQgIYQQQuQdUoCEEEIIkXeoAiSEEEKIvEMVICGEEELkHaoACSGEECLvUAVICCGEEHmH\nKkBCCCGEyDtUARJCCCFE3qEKkBBCCCHyDlWAhBBCCJF3qAIkhBBCiLxDFSAhhBBC5B2qAAkhhBAi\n71AFSAghhBB5hypAQgghhMg7VAESQgghRN6hCpAQQggh8g5VgIQQQgiRd6gCJIQQQoi8QxUgIYQQ\nQuQdqgAJIYQQIu9QBUgIIYQQeYcqQEIIIYTIO1QBEkIIIUTe8f8At5QAyiLESAYAAAAASUVORK5C\nYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x16cf80f2588>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"v3_masks = !ls D:/scratch/beast_v3_masks/*.nii.gz\n", | |
"mean_v3 = mean_img(concat_imgs(v3_masks))\n", | |
"plot_stat_map(mean_v3, cut_coords=(10, -21, 15))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# FMRIPREP 0.3.0 --no-freesurfer" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<nilearn.plotting.displays.OrthoSlicer at 0x16c809d2438>" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAkAAAADeCAYAAADVab8sAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x16c8012b9e8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"v5_masks = !ls D:/scratch/beast_v5_masks/*.nii.gz\n", | |
"mean_v5 = mean_img(concat_imgs(v5_masks))\n", | |
"plot_stat_map(mean_v5, cut_coords=(10, -21, 15))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# FMRIPREP 0.3.1" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<nilearn.plotting.displays.OrthoSlicer at 0x16c82247e80>" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAkAAAADeCAYAAADVab8sAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n5BzqAAkhhBAi5/j/ycGwh4Vrxr8AAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x16c80a58630>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"v7_masks = !ls D:/scratch/beast_v7_masks/*.nii.gz\n", | |
"mean_v7 = mean_img(concat_imgs(v7_masks))\n", | |
"plot_stat_map(mean_v7, cut_coords=(10, -21, 15))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Difference" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<nilearn.plotting.displays.OrthoSlicer at 0x16c80d94208>" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAkAAAADeCAYAAADVab8sAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n1CEGkCAIgiAIUcf/BzuF02ss2+Z9AAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x16c80c82f28>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_stat_map(nb.Nifti1Image(mean_v3.get_data() - mean_v5.get_data(), mean_v3.affine), cut_coords=(10, -21, 15))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<nilearn.plotting.displays.OrthoSlicer at 0x16c82fbe7f0>" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAkAAAADeCAYAAADVab8sAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMZ0v+bwr6AAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x16c82e182e8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_stat_map(nb.Nifti1Image(mean_v5.get_data() - mean_v7.get_data(), mean_v7.affine), cut_coords=(10, -21, 15))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"0.64288378" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"data_v3 = mean_v3.get_data()\n", | |
"data_v3[np.nonzero(data_v3)].mean()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"0.74126011" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"data_v5 = mean_v5.get_data()\n", | |
"data_v5[np.nonzero(data_v5)].mean()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"0.74043423" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"data_v7 = mean_v7.get_data()\n", | |
"data_v7[np.nonzero(data_v7)].mean()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": { | |
"collapsed": false, | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<nilearn.plotting.displays.OrthoSlicer at 0x16c84af7da0>" | |
] | |
}, | |
"execution_count": 19, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAhUAAADeCAYAAACKVPIgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ntCH0/wHdtheNVjla8QAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x16c83a6ff60>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"data = mean_v3.get_data()\n", | |
"\n", | |
"new_mask = np.zeros_like(data)\n", | |
"new_mask[data > 0.8] = 1\n", | |
"plot_roi(nb.Nifti1Image(new_mask, mean_v3.affine), \"D:/1mm_T1_orig.nii.gz\", cut_coords=(10, -21, 15))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<nilearn.plotting.displays.OrthoSlicer at 0x16c83489c88>" | |
] | |
}, | |
"execution_count": 17, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAhUAAADeCAYAAACKVPIgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQYIECbIp8v8Bw321fOIWY20AAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x16c8332def0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"data = mean_v5.get_data()\n", | |
"\n", | |
"new_mask = np.zeros_like(data)\n", | |
"new_mask[data > 0.8] = 1\n", | |
"plot_roi(nb.Nifti1Image(new_mask, mean_v5.affine), \"D:/1mm_T1_orig.nii.gz\", cut_coords=(10, -21, 15))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<nilearn.plotting.displays.OrthoSlicer at 0x16c837fb080>" | |
] | |
}, | |
"execution_count": 20, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAhUAAADeCAYAAACKVPIgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxlTFAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x16c83739fd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"data = mean_v7.get_data()\n", | |
"\n", | |
"new_mask = np.zeros_like(data)\n", | |
"new_mask[data > 0.8] = 1\n", | |
"plot_roi(nb.Nifti1Image(new_mask, mean_v5.affine), \"D:/1mm_T1_orig.nii.gz\", cut_coords=(10, -21, 15))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": { | |
"collapsed": false, | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<nilearn.plotting.displays.OrthoSlicer at 0x16c83986320>" | |
] | |
}, | |
"execution_count": 21, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAhUAAADeCAYAAACKVPIgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFChQoECBtoX+P1aL2Syim/SFAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x16c83834208>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"data = mean_v3.get_data()\n", | |
"\n", | |
"new_mask = np.zeros_like(data)\n", | |
"new_mask[data > 0.9999] = 1\n", | |
"plot_roi(nb.Nifti1Image(new_mask, mean_v3.affine), \"D:/1mm_T1_orig.nii.gz\", cut_coords=(10, -21, 15))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<nilearn.plotting.displays.OrthoSlicer at 0x16c84c645c0>" | |
] | |
}, | |
"execution_count": 22, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAhUAAADeCAYAAACKVPIgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x16c837b3780>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"data = mean_v5.get_data()\n", | |
"\n", | |
"new_mask = np.zeros_like(data)\n", | |
"new_mask[data > 0.9999] = 1\n", | |
"plot_roi(nb.Nifti1Image(new_mask, mean_v5.affine), \"D:/1mm_T1_orig.nii.gz\", cut_coords=(10, -21, 15))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<nilearn.plotting.displays.OrthoSlicer at 0x16c850ff860>" | |
] | |
}, | |
"execution_count": 23, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAhUAAADeCAYAAACKVPIgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvVmsbdlVHvytZvfd6e+5dZuqoqr+Aos4NMpDkFx5iEgC\nigUoxHKkEINEQCCUxyhINC888oAUJCMgwWWHso2duIiMcMkp4wByEhKcYLmwf6lK1d57zz3tPmf3\n3Vr/wzrfWGPNPefa+9y6Uv57WUM6OnuvvZq55hxzzG+00wMQo6CCCiqooIIKKuh9kv9/uwEFFVRQ\nQQUVVNDjQQWoKKigggoqqKCCHgoVoKKgggoqqKCCCnooVICKggoqqKCCCirooVABKgoqqKCCCiqo\noIdCBagoqKCCCiqooIIeChWgoqCCCiqooIIKeihUgIqCCiqooIIKKuihUAEqCiqooIIKKqigh0IF\nqCiooIIKKqiggh4KFaCioIIKKqigggp6KFSAioIKKqigggoq6KFQASoKKqigggoqqKCHQgWoKKig\nggoqqKCCHgoVoKKgggoqqKCCCnooFP7fbkBBBRVUUEEPl3zfl/+e58nnOI7heZ4c4/84jpfuoX/j\nZ/O77TrzONuS94y8e/E8Ptf1fH0vW7t5bd5zeJ7rOTye135bX9na7npn8xkuyusHs73r9rP+LYoi\nOcY/HsujAlQUVFBBBT1mZC6wAJYABY/p467FyFwwr7qw2igPENiO2RZI23Wu4+a1eaTbZnsnV7/Y\nAIF+bh5g0MAjr13mOTbgYj5rFWjUx2zXrwt0gML9UVBBBRX02JMGE+bioK0ZJrkWYnORXHfBsd3D\nRVpDXvca3aa8811AyPxbZV2xfdbHdN+ussTkjUEe6fba2mX7vu699XnrArLCUlFQQQUV9JjRui4C\n81yek6epu6wQDwIsbM9bR0N2tdlc0E0rjOd54o7R17reQYOadbV12/30f9v7uawUphXCdGXltdts\nz4NaHlzPcFEBKgoqqKCCHjOyaap5Wvsqc/pVFqF1NfM8sLMqLkADAx4PgkB+s2nuruv1PRgzwGdG\nUQTP86zxBRpwmL+bbdZ9so47yNUvq8bE9nseKLON+6p2rqICVBRUUEEFPcZkW5Q1XQUs5AGMq4IP\nVxvyYifM/2ZAqqnN83sQBJnfbP/NhZSgwgYk9HECDxNouACB/p4Xf6HJZSWyATOX1WdVbIfLYnTV\nMS1ARUEFFVTQY0am1qnN5XlWAfO7zVxvuzZvsXLdV7dVn+N6jv5vggjf95f+wjAUQKHBB//re+j3\nXCwW8tz5fI75fA4AAiQWi0XmfxRF8qfP04u+bQHPO65/ywODef3vAmb6NwIi2zisk+lhowJUFFRQ\nQQU9prTOwmIjlxncjFHQC9iDujtcZn+9qJp/BAdhGML3fQRBgFKpJGCC3wFkftOLrxmgarMCTKdT\nRFGExWKB2Wwm4GGxWAjgIMDgb3Ecy3FtybCBKlecg82qYesT19jYxiTP3bGKrmKtKEBFQQUVVNBj\nSnqBWQdQuM7Xv7tiBWwLne15Ou7AvIcm06oQBAGq1SrCMBQwob9Xq1X5DgC1Wk2sFEEQiOWCzzTj\nJ0zt/UMf+hAA4NVXX8VisVgCEqPRCPP5HJPJBOPxGPP5HLPZLHPefD7PAA79/rZ+Xef7KsuSa6xW\ngQLzvAeNryhARUEFFVTQY0p0faw6R38ej8e551erVQBu7dUEGleJ2eB/WhFoeSiVSgIcCCIqlQpa\nrZb83mg0UCqVxEJRLpczrg8gBSqe54mbw3x/PvPGjRsAgL29PcRxjMlkgtlsJtYHgorpdIrhcIjx\neCznDAYDhGEovxNY8L/r/W0uDfP3PAvDqrEDErC17phcBUyQClBRUEEFFfSYkzaL8zvgDt578803\n8dM//dN49dVXrffKW/Q0mdq1+SzbPQgEuLhXKhWUy2WEYYhms4lqtYpyuSygolQqoVKpoFqtwvM8\nsWLQYsFFfDqdYjabiTWBv+kYikqlgjAMJV7C8zyUSiWxkhAUxHGMWq0m9+r3+wIgptMpTk9PMZlM\nMJ/P4XmeWC08z8NsNlvqHx3bYPbfVd1Xb775Jq5duybt+tKXvoRf+IVfwGAwWBoTfS/X2F0VWBSg\noqCCCiroMaU8kza/m/ERq2jdxSbPt2/+1wGW5XIZ5XJZwMPW1hYajQaq1aqACv5G4ACkQZV0RfA/\nP2tAMJlMMoGVTEcliCiVShiNRvB9H2+++aZYQ/gXBAFqtRqazSaCIMDOzg4WiwWm0ykmkwmeeOIJ\nTCYT9Pt9HB8fYzweC+AYDoeYz+eIokgsHwyk9X0/Y8nIs164gBkAfPjDH8arr76Ka9eu4ZVXXsEv\n/uIv4pd+6Zcy59iAjI0XrmJtAgpQUVBBBRX0WFKeKR14cDfFVZ9te57pkqF1wrRGNBoNXLt2Tb43\nm00BEwQHdC/0ej2xMMznc1m85/M5BoMBoijCdDoFgAygMAM4gcRNMpvN4Hkejo+PAaRWjDAMl9pS\nLpclxqNWq2E0GomVxfM8DAYDjMdjDIdDLBYL+L4vwIJ/LkuP2TZNqwIt79+/j1deeQXf8z3fs3Sd\nK/bFHKurUgEqCiqooIIeQ8ozp5u/XXXxYECjTlXNCxLUv+vf6O6gJaBaraLdbqPRaKBer6Ner8t3\nxlUQMEynU1xcXGRcEFEUScAkXRIEGkAKJngfTQQXOmUUAE5PTxFFkQAKZpPUajWxmtANQ5BRq9XE\nPQIAzWYT/X4fYRgiiiIMh0OxlujYDluWh4vWAYM3btzAD/3QD+ErX/mK9dpVpANa16VHHlSQMTWa\ns02aVR2Y18mrEH/efVzRt6uirG3R1Oa9VmkftuO2365KrjaZ91/Vn+seu2q/5/Wp2X4e1++jfawm\nrastmDx51evN46v403WfVfy3Drn6Td/nKjyVN0fWvZc2Gec9w6UxX8XU7+Krh6HZu/piVQDkVe6d\np+k+yH1d/Wq7l8mbWqYxK8P3fVQqFTSbTdRqNWxubqLdbqPZbKJer6PRaIhl4uLiApPJRDIuBoNB\nJjiSmRcAMumeLH6lSbtOuHBqoMG2TyYTiYsAEqtKEATo9/uoVCoolUro9/sZkFGv11GpVFCpVLC1\ntYXhcCiuHQIUumTYJ8wwWYdcrhDSyy+/jDiO0Wq18Oqrr+JXf/VXc6+33T9v3ufRIw8qNNl8dZry\nOjJvgFZNStd99PdVIMB13LUQ5L2j3mqYPrpVZjR9vYmUXQE8Jugh8fmu4KN1F8sH7Xdd81+317UI\nvR9TH6+zjc265mfb8au0JW9RMrXCq7yH7f7rjBXvo026rv5xLdp5i7fmu6vME9v91wFM637X7TUX\nXtf7uO65DoDM4xHXopMHtvOea7u37fk2vrONc7VaFQtFtVrF/v4+arUaOp0Obt26hWq1Km6Bs7Mz\n0ezPzs4EVMRx4v4A0oDLOF7entvcet3zkmBJxlFoS4FZ/pugJI5jASZ68ac7hS6SIAhQqVTQbrfR\narXQbDbRbrfFAgMA7XYb/X4fg8EAd+/exXg8xmg0wng8ztTCsPGjTYGwje2P/uiP4tVXX8ULL7yA\nl156CTs7Ozg/P8/0yTr3X6Ug2uixAhXrgoZ1j+dNnquSawF2UZ6Aty0cvEanTLkWFJsQsWkUGq2a\nzzfvY2v7qndeZ7F6EHK1z3acix8/PyxgoWmdxZznrVoE132+67NLM7YJf90OWxtWgRD+N4W6rV22\n68w2mLzn4q9V83aVluc6tg6ZY+YCPq73WkV5fWN7hj6Wxweu+e4iFzhfNdd1zQi6EFqtFtrtNra2\ntrCxsYFKpYIoijCZTDAajXD//n3J3Li4uMhUuRyPxwIOmF0BpEWxyCNm1UtaCMwMEX7X1zYaDbm/\ndqXo64IgEADC7I9+v49ms4k4TopoNZtNARyMwxgOh+IW8X0fvV5P+ovvaOMRGxi39f2f/umf4hOf\n+AR+/dd/HT/2Yz+WO16rQOq6vPFYgQpXJ7sE41UFiWtSrtPZVxVSeUhU/zfBg/7dRN5mu/PezXXM\nXJBXCfQ8wb5uux4muOM912nTg9xzXaCUt+jz2CowYLv2KuAsD1ys806rgMuq/iR/ajDjutbF+7bf\nVmlX5nzRx3TbVl3rWlj1PdZ5xiqZs2qhXgWQNPG3deQCUzVJXFRt/WxTcLiY6yJWusZEo9FAq9VC\no9HA9evXsbGxgVKphNlshvF4jPPzc/R6PZydnWE8Hos1glYCLroMfKQrQsc90LrA9E5d6ZLAhjEZ\nBBl0b7BY1ubmpjzP9hfHccY1AiRggxkfcRyj3W5jMpmg0+mgXq+j2WyiVCphMpnIswBkrBVmaXWX\n7F2lePzGb/wG3nrrLXzwgx/EN77xjczY5dE6/GmjRx5UrBKqNoFj63wbCjQFiGvi2J5nMoCtrVd9\nD7ZDWyMALLk78hZnnm8yjN6Nz0SlecDBZHabsDKfn/duLs3L1vc2ypt8tu9519oob+G2LbKrAJxt\nXPIW1VXPWtV+1+6M+n6uaHjdRs2HeTn25n9zPq3iCV3imPewva9NALsEsuu9895hXdCRdy99Hxuw\ncd33qoB6HSBiI/OaP/7jP858/7Vf+zX88i//slMemOOl5ZHneVK4qlwu48aNG2i1Wuh0OpIyOpvN\nMBwO8eabb6Lf70shJx0joa0NYRhia2tLAiT39vYkHZV1LNg+WgR6vR4GgwGm06kEhjKgMwgCcVUw\nLsLzPDz//PMZkDCdTgVQ0L3c6/UwHo8FFPDdwzBEr9fD+fk54jipbfHkk0/Kc27fvo3NzU0Mh0N0\nu10EQYDBYIDRaITRaCR8bLOmrguij4+P8clPfhK/8iu/gh//8R93jr9Jq3jVRY88qCCtEg6u3/SE\nMM+xLWg2wWgDBLaJrTUz23NWvR//XKBCf76K9qbfJwgC6za/tutssQs2MJX3vLz3t/XtOpQHJN6P\n0F4FEFxaoHmuDTTZ2raKP/LAnevZNn4gT5kLtp4X+rvtWtf7mDxBspUsNj8DWLJk5FWHNNtg+o3z\n+t/F4+uAN9dcX9XOVULabG8e4HxQkOM65+mnn155rkv2kTQQpTZO8z+DMbe2tlCv1zGdTjEYDHB2\ndoZut4vhcAjP8zJuBfJMtVqVYlcEFI1GA7u7u6hUKplqnAQhTFPl7ycnJ5n2BkGARqOB/f19sXDQ\n6tBsNjMBlPoaXb2T9TD4HrRiaJk8Go1w584dDIdDbG9vY2trC81mU6wivV5P7j+bzQRQmfUr2N82\nso3dz//8z1vPNedyHh+tK38fG1ChyVxAXYjLptG47pG3uGrSz8gTPnkgxgQ5ADLRy1rAm4LWXAg4\nKW2LKj//zM/8DADg4x//eOYdbeg4TwN8EG3OBUJcIMDsW5vgzbt33lhfRRtch1yLxyoeyuPVda53\nPcv8bOMb8898D933NouG5hlt9frZn/1ZAMBv/dZvZc43gQe1Ml5v67t1gOs6vKB/u0qfmu23tcP2\n7AdZ/NcBK+vcPw+Y2ObCqja6+sw8ThnENMt2u52Jn6jX6xKMeXJygvPz80ypaVapBJKFdXNzU4AB\nAKl0SbdCEAT43OeSZe2f/tO5PN/zUtcGkKSJaqBSr9exvb2NVquVWcDJ77xO9xGzVZjRMZ1OJegy\njmOpTUGLBttxcXEh59ZqNXGH+L6PTqcj/cesE1o+9Jxw1bVYh64qS676jMcGVNiAhE0z0ecycthF\n1WrVuajxGTZQYhMMroE07wdgSdhr5K3fjeeXSqUMetbXkrSLxBTizz77LABIDrWp6em203+p+1G/\ni+4XF9OvEn6rzovjeOXYAUmxmqssGOsg9auAStv56y5ornbYQJTJPy5+NJ9tAw/kM/4B9m2mXe9o\nAjT+J4+VSqUlgWjyow1Ime9s9olNCXBdZ3422+Ii27teBQTkzYmHRavu75JRun3rPofX2O5LPtFB\nmZ1OB61WCxsbG9jc3EStVpOaDYeHh+h2u1K7IQxDiUcgcGBFTc9L9+2g9UNnk2gLlQ7EXCwWKJfL\n6HQ6qFQqEmdBN8rOzg7K5TI8Lw2SZN0Lgl3GlYRhiM3NTalPwcWfgZqlUgknJyc4OzvD+fm5WIA5\np4bDIaIowtHREba3t9FoNFCr1bCxsSH91+/3pY81sDD7+UH4ah3ZbJPn69AjDypcHW2bPKZmC+TX\nuCeZ98hD/freWmCZ5+aBIKJqfUzXw2epWK0FaCRsLgpm+7XpmRMtjmPs7OwI4tb53mRoXqsLtmgQ\nYlsYzD6x9WteP+ads6rGvdn3LjIX21Xn6GOr+C+PzP5ad5HO42+Xa8wGIDRYpckXQCZwTO8IafvT\nzwCylQo1r9BMTKGp/eP6s+YzDTY0n/EdzHLG7D+taZoa3iphnMe3eQAx79j7ARY2EGp+tn1fRS7A\nu+49bHyv78Pqkgz27HQ6Ej/Q6XQQhiG63S5OT09xenqKe/fuAUh4j1o8rRt7e3uo1+sSJ0HQQPnE\nSpef/3wZvu/B8xKefPnlEIAHIMZikfDPj//4FJVKBXt7ezg4OMBkMsHu7i5u3rwJ3/fxh3+YZHp8\n5CNJjIUO4KzX6/B9H91uF/V6HTs7O5l5QyUmjmNsbW0JaPjGN76B0WiEfr+P6XQq82U0GuH111/H\n3bt3sbm5if39fVy7dg1bW1s4PT0FAHS7XfR6PUwmE5Freo7ZQPT7IRdPXYU3HnlQsS56Mif2Va5x\ngQSzDXlalj7XnNBa4BM8aK3Q8zyUy2VhYEY46yhnCnkCC13L3nwfCmgzHardblu37yXK1gsA76tR\nfN476zbYwN0qDdF2L2B1jft1FgIezwMfrt+uev6qa01eMhe/PP4yQY3tj7/TZ6w1SQIJ8hsDzfiZ\nvFgqlTIARrfXBAWe54lmF8cxOp0O4jhJsSNPkd/4nRoqQS+QjY/Q99bgQbfF1Seu/nIB4YexWOtn\n2dp3VQ3T9tl1zAY0XW3mf9supC6ga+tT8hcBRbPZRKfTwcbGhgCKXq+H4+NjHB8fS6CkrnLJQlKt\nVgvXr1+XvT903R0WwEqBRoQ4Xga9iWzKvi8LU81mM7FOJO1PeI1uECBxjeh35QZnev5Q7pL3B4MB\ngiDA7u6upJCGYYh+vy+FsMi7BBuLxQLtdhvlchkbGxs4OzvL9O1kMhGQ4wJ1tVotM0Z5ypoLWL9f\neuRBRd4kdi38+nseuVCgOcHyhFMeA2hhbwICU/DXajVhXiJmDSrMe3EBYNvNoDUNLAgqWq2WmPf0\nf70xD4vOaH+k/q4XllXaUJ7WZev3vLFz1bi3af62TIEHQfx52prt2bZzXe9k4xN93AW0bMBC84JO\nmWNJYf2nA+oIVilASfys76tNu+QtnRqngas2I3Nx0NUPmT6o/ekm75LXdCDnKmCbJzyvAuDyeGSd\nhT4PEGp+sGW+5FEeaOD/PHBlPiNvXpjgl0TZQx6iy6PT6cjiGscxjo6OcHx8LDEUvp/uhcGgynq9\njk6ng729vUwcBa1fQRDgj/944/K4hyAgz/sZnmM7oyjC5z9fQhQFmM2u4YMfTApW/dmf3US1Wrnk\np6TPX3xxihs3PMSxj5dfriGOgcVijiiq4YUXhvjKV/ZRrQK+HyEI5gDm+Lmf25D3oHJG1wrnAX8f\nj8cyFkyTPT4+xunpKba3t1GtViWVlW1n9gn7IA8UaDlsG2PX2ObJ3nVl4yMPKkxyMbvtnHXIHDTX\nQqG/m5PXnMjalaEtE1qoM1KZGiRBBX/TQUfUJPkM3/dFYFOr1O+gzcZcNOI4xv7+fmYxoOCnn3M+\nn6PX62E2m8lCQIS9WCzETcJJr9O/XNqjjVkfBDW7atzzfnkLhGucHpRcgMDWrnWfq/nPpn3qsdf3\n05oUA9k0j+m9CuiX1oDW81LLhGlF43PNiq08zkUijmPhMbqrtI/YBKosXxzHSbCbFtIajPC/BhU8\nbv6m22UTwKu0Nhfw1WOjj+dpiub1NiVEg988WeYiky90uzT/mFqr7X3NBcjVdm3ZqtVq2N/fx87O\nDjqdjmQ49Ho9HB0d4bXXXluqHMl4C1oGwjAUQEHrAPllNptdykZknk8e5X/yhelO8zwPlUoFQRCI\nHCO/p6misbhxkmJcybsnaaxhZo6YbmGCoMlkgr29PdnUrNFoYGNjA+PxGN1uF8fHx9KGxWKBb37z\nm9ja2sL+/j5u3bqFdruN09NTNBoNLBYLSYcdjUZLstXFn/q3VUqQjfKUORs98qDCFMguNK5/W3eS\n5gGKvAF0fadmZQIK/tdCnhvoMGWqVqvJYqBNb0DqvtBCCMj609l2jeDNRY2BUzSDk9ErlYoI9jAM\nMZvN5I+mO52zzWBO7vKnBb7Zvya5ND0Xw6+qcW/eM2/cKRxcv7nuYZvA6/CXbWFaBwib/O0CsASM\nBKb8zPx87k9AgEHAoEGv/jMLGel9C7TlgONFK5qek7VaDXEcZ8ABgzcJBkqlkvxOvzatZtzlkWCX\nbdBCnc/TwMLsZ9t45Wl8eXJjlcZnXpsHXvIAjb7GpVHmtTmv7XntWMXL7DsC0EqlInt4sLhVrVbD\nYDDA8fExDg4OMntszGYz7O3tScAij1EWkqdefHGGIPARxz4Wi/BS5sVImhovyVM9nymD0vcDvva1\nJzGdXofvp/EZWjkD4ss/ZOTtF7/YQhD4mXOjKMLHP95FHAM/9VOVzPM4vwie2UflchndbhfT6VTu\nMxgMRJbv7e2h2WxKpVCmwcZxLPe6Kl/knXPV4y565EEFadXCcZVJYl53FQCiP5uCnkgeyGqQ9Gmz\njGsYhmi1WpltdjnBtBZJQa+1G/18Whdc7QKywMMM9OTE0NaIMAxF0+R3mvPoGyXAACDap6m5uQCa\nbqdL+Orvq2rc5y3S5mKyLl9clZds9857nmsRy3sX/adN0LVaTYAEd32kpYuWCwJaXm8CVgAZftAA\nVYNGM3CSZFrReF9tWQAgIEBbJMrlcsZyxgwlBrzRHEz3Cd9H+571M8yFRrc1b5G3aYO2cTCvM+91\nVbC5zoJuPi/PomLKAtc986wUNr4k31ABajab2NjYQKPRkCJUBBQnJycA0jGrVqu4fv06Op0OyuWy\nAEYCw09/GvB9podmXbu6foR2++qxN3nT1nc8L3ss25eJ7PYQx8tuKQ0i/t2/G6o+B37kR9I5wD4C\nEmvG/v4+Dg8PMRqNZEfT4XAorhACsyiK0Gq1BJAz7dZUDvX4sw90HMoqWWcDKeuCCemnK539/2Oy\nIXJX563bSetMJteCqIWoFvSmZYK+RwY0EVTQXKiBh540No0xjtMAOACi3dk0FQ1w+A4U6hr46JiL\n+XyOcrksz2AQ53Q6FRfMdDoV8ySFgi1TxNXP5vF1rRmratzr+5sLHD9fdfKsQy5gcJWFw0X6Xnqx\nJt8QSJC/KLRp6WJ0PgAR/LoeCsdfZwIByAhy8oAGFxrUsk91fj2ADHDlfNE7OPI5rFBIVwqtGvRX\na1cc3XR6vuq9GszxNRcac46b/GK7R97Y2MDxKnCSt9Db2rJK+1yXzDba5p6tDSTtUqMbg/zleR4G\ngwHu3buH4+NjkR/U2vf29rCzs5PJ7GAJ6wRQxgAieF5i/fT9AEHgZ3gVyIIK/V6m3DG7iO+8fE4M\nIC01rl0duh+024PXpWtAagVhsCkDYQkigiDAnTt3JONlPp+j3+/j8PAQQRBgY2NDQBrl7nCYAhdz\nZ1XbGpXHf7Z1znavv3GWCpJmfBNxuchV417f09QETCuBuVDZXBwU5IyV0BOvXC5LzrOu1EbSLonx\neCyThaVtuXgzyI3t1IVjdLAQ2wUkUcW+7+Po6Eg0WC5KnpduukOhr4WxLlk7GAzELTIej3FyciIC\nfzQaSRu5SNkY3IaUNZmTX5Otxr0pdPSY8v+qBX5dq4ELvLksM7Z3c93PphnqWBxqQUy9o0Wi0+kI\nj7VarUxMBYEqBRmtSjrzh3n32r3AzZ0AyG8aWHhe4pfWAcQ08d6/f1+e6ft+JjWa41MqlcT1QXcJ\nhSn5i+3QezAMh0MBF5wTOl2VfMtjGki6Yn/y+G0VadBkjrdLEzQXgTzK41UbuZQs8z1d2qxtDpCf\n6FK7fv06Njc3sb29jWaziel0ioODA9y9e1fSRvmc3d1dPPnkkxLMSbBbKpXwuc+Fl/wWwfMWiGMP\nnhchijx43gLzuSfy1AV2dMB5VqYsuwxT62+QuQeBKYNBE0ATXFoxoswzkvt76v5JRsp/+k9VAPsI\nAh8f+cgiEw+3tbWFGzdu4PDwEK+//jreeecdsQa/8cYbODo6wq1bt7C3t4fr16+jVquh0WhgMpks\nlTJfZR3LG1cbP5jnrav8PPKgIk/Y20yCpoAG3DXu132uCWC0+VkL8DAMpeY7q8vpOvVm7QmS6YLo\n9XrCzLQMUFBS0FJImNsBm35yBgl5nofT01OxoNDnTsCjM1FsQaE0TXPBIUgbDocYjUYA0rKzurCM\nGUBl9u0qQafJrHHv4guOlylYXPEUqybrKmFt0y5NjcC8Tl9vkrZWaX4JggDNZlMABYsFkccYl8PF\nm8GTOtOH40c+YuAkrQBczDXwAJBJB6TApHBkxDsAyb+vVCoZIKQBLPtIx/7EcZzhQVo04jh1lxCM\n0B/PfRr4TtoSZ+M920Kvxy7PhG4bR5cVU1+XBwD0M9YFNnnnaVCt27MK5OZZKHSmB3cc7XQ6qNVq\nonEfHR1JeiRl0cbGBm7evCl7d+i4n8Risci0Q1sF9LzNkwmusQUYh5ZYP3xfgwqbZTv9zEd5Xno8\njtNn8TitFGk/eUtzVbsWd3d3MZ1O8c477wigjqIIFxcXuHfvHnzfx61bt8QVwlgL03Vo6zNbv6Tv\ns54l/yrA+pEHFaaA5jHbebaOeTqnxr0JREyNk+fouAQNJoi6KdSr1apYJ6rVKtrttkwoXqe1UAAC\nJPr9vlgmLi4uxDRI/6O5A5+OvOefBgPULCn4Pc9Dt9tFGIYYjUaZDJRGoyGTnVkonucJ87PtFAzz\n+VwyCRigBUDazDoEBDOuia/Hbd2x0zXuzXvbwITruEmuyWe71yqQYXtXFzjWvEe+0KBC1wOoVCrY\n2NiQMSonKuP8AAAgAElEQVSXywIq9O6NFGYEoQQJtDAxdY1ZGIyV4UJsmlu1ts97x3EsizyQbkt9\ncXEBABkrCSPv+T6NRmPJ7cdr6ILj/QFI28nLbAd5bTqdyjtwzugYkdlsJkKc7+HiO1OO2GSEjUdc\n5+SBEvMeq9riuqcNoK/TVhc/mxo+ZVy9Xker1RJr2cXFBU5PT3FyciIygIrOrVu3pP4EwSEA/MEf\nBAgCPa8oD5NnJnwYyyJNi1P+4mhLo6WC5aFUKmeqEi/3J/vG3s92PvEBUO4mVgvP8/DZz3oIAuAn\nfzKUOhkApMhXo9HAYDAQHpzP5zg/P5dN2KrVKmazGdrttoDpOI4zwZ554NYM5tdxJK5rOf4upcuk\nRx5U6JfOM9es0iJcZJuQtt91xLzeja/dbqPRaKBer4t1QqeKAmkqlLYuMH97MplgNBpl6sibFQj1\nxDdTOV0LJc/XQKTf72cWLiCNXNbvQ1Nnq9US8EAhT593HMeo1+ui2W5tbWEwGMh7dLtdEfp051DI\nm2Njxjs8DK1NC1a+a975LsHqurftc54GsOre2iqhAUIYhtjZ2cnk9dMqUSqV0Gg0MkBEW72Gw6GY\nUc/OzmQsuBADKVDQRahMF58NbOu0Tq1lMmrdFFC6gJCukcEoefJfq9XK9AnjLLio0YJCTRlILGR0\nv02nU5yfn2eAON+P7dLzh/xouktWja3L2rSKJ22A1KXM2Nqyik9X8dkqkKKPMWan2WxK6uje3p7E\nuvz1X/81Tk5ORMbw/82bN/G93/u9qNVqcp9PfGKS4Reb4pbyUYwoSl11ZmyFviaNg9D3S2pOENSW\ny+Y2B3Rh+PA8HWcUI3HDZPslBR26iGGSkup5sbreE0Xu058G/tW/aotCN5vNsLm5iQ984AN4++23\ncXR0JOB3Mpng4OAAb775Jm7cuIF2u439/X2ZE91uNwOYXeDQNr4ugGmesy6gAB4DUGHTFDWte8xF\ntslsTkzt7tCFg+r1OjY3NyXqnpojFwcNRACIZjibzXB2dibb31IomsJORzprk7YOjgSytQv0Iqbj\nQgAsxXFQENBvx6BMZhWMx2NsbGxkFgFOID1JNegol8tS9348HmdSBnWAqW6DSeuO3SoyrRh5wZpX\nsWDkUZ6Qd90vjuMMv9AqROsXNzbiZ+bfMz6H2n6/3xfNaDKZ4PDwEIPBAJPJBBcXF0vjAKSLfbVa\nzQAL8pJ2JRDU6iBgnXUBIGMRANJFW7tS6EoLggCTyUTeoVKpYDwei2WmXq/Lfcj/5EWmpdKyQTef\nDigmgOr3+5mgVDNzxGZdclnPbGO3ilbJL9tn8xqzbfqaB5kv5jvaZB4zGZrNJhqNhmSssZ4Cd+rU\nlp92u42bN29KLAT52POmSzEol0+7XMT1/IwABEjdC3b5zHbquR3HQBQtoIdFn5+6nXVshG5PFlho\n2arvl/zZy+abFmktixuNBra2tjAajSQDhjugHh0doVar4fr162g2mxLEPJvNxCVu8qyNTJ4x/9v4\n4Cr0yIMKwD5xViG0dWiVwNeBctr8zyjfer0u7g5qXDoglICC2iPjD3q9XkaT58TUbdDBPjr+wnxv\n/ZvJPBToFKgU0kzX0+ZuCn4+g1v8TqdTSSFjICDfSy8wWoBUKhVJR6W/ne/J9pvv6xqDq5CNH7Sf\n2SWA8555VaFtCj19zPVsLeyovdMVVa/X0Wg0xBrGIFudjgxAXBuz2QyDwQC9Xg+np6eysBJsaJCs\nLWjkNSC7aZ2tnaalS78rF3WzgJV21em0ZP3HuUWQw7boLCmCbZ3BxH5jrIX+TEuFds2xvWYqtPmd\nY8fvWli7FnkXT9j606bQuGjd88xz1znPBqrY55z3/PO8xPp5//79pSDxcrmM69evY39/X57xqU/N\n4fupgqRjvxJKAAAX+JT3osvj6QLPtun3J5hIFZU0WDOOl2WL+WfvrxRYJLxpWkpSwJCOYeLC0dY9\nc96Rd1utFnZ2dvDWW29lwAfrfDSbTTSbTXGBcAMzDe5dPLAOgDABhw1Y5tFjASr04JsauU1g8zOD\nxTTZOtAFWvhH7YjaIf2KnGjap60nBhfs6XSKwWCAbreL4XCIfr8v5lqep9+BApQmPgpKvhPbR02C\n1+rsC139khOa2R3mRNSCNknp8sXcBiQFW+g6oZaszdm0UqTmxrJooKVSSXzaNLtr0OMChbYa9+vw\niP5uWwRWkWvhXwUuXL/lAQogmybHbAlaJAhcGfxLN5V2WZG/RqMRLi4uMBgMcH5+LnxmWhI0mNDH\neZ62RJlWLvIkkLpNyIfkz3q9LrzIczVPEUDzdx2/wft7nofhcCjAQBfzIng1+44LIRctgnxaRagZ\n9nq9jPXMJlxtJmSTD2z/1yV9vvnZfP4q3nPJN1u7bWQzpevYnHa7LXKuXq9jNptJHIW+fj6f4+bN\nm7h586ZYaxP5O8u4H7Vc1XFlehwTvvORpJm634/ftUsrO9ezKdAuOWDv3xgED0HgZ/qI/3nPbGB1\nKlv7/X4mDZr1WNiv5EPy8WQykSqc29vbmUwsbaE2gYVt7bP1U54csl3joscCVABuYW+SC/3nCX3z\nnhRQNMOyEmaj0UCz2cQTTzwh2iSBCxdrmmWn0ylOT0/R6/UkNYhAgn5ibYmg5saUTy0wNTii/5mT\nXpdm1qCCQplMHMcxGo1GJnXQ9Dlr1wuQLAbn5+eycBwfH8uC1263sbm5Ke2h+XyxWEiKIzcEqlar\nGAwGGA6HstgxgI5WEpsAXGcRt2lZ/O6Khs/jGfM+LqFum8j6u7aU2Ca6diUFQSB8xt0RGWnP+hME\ncgSYURSJCbrX6+Hi4gIHBwfSp7otBKZ8D52BASBjfdBxDGyndleZLjTeg7zMAj76NwpOndLK43T7\n6bRl8h8Di7XWXKvVJPZHA2qCj8Ui3TGVwn00GkkWFd1BtOAwTZVmZr1ImWOpBbONT0yyAQ7NC6vA\niMl76ywMZvt4nXlPlzJGucf4sJ2dHWxvb8s+Fe+88w7eeecdGZs4jjEcDlEul/H93//92NjYkOtf\nfHGa4XFbPwBZpSorg9J9j2yLpBl/pmk+X2A2m2I+Z2BveBnzM4Xn0bqSX6+DFpS0Amwk15quad2v\nSSXYCL/920mM3D/6R2dipWUl5XK5jCeffBLvvfceJpOJKKT9fh/vvfcebt26lam6zC3WWdZe952N\nV218ser43zhQQVqFOs1Jkrdg6PPM65jRwaA4nU5FrZEaWhynwTo0Q/d6PRwcHEiwnC4Tq02BTJ3T\n5mw9EYG0+AnbSFMjf6dFQJuldX/xvyvtlFYF+qVNPyDboDMIRqMRfN9HrVaTDBK2JY5j6Z8wDKVO\nBicOBbjuA5cGYRt72295tI7G9iBkCnsX2YSpHmPGsDBHnT5sFrbSVjKOERfGg4MDCfplLAvvr3ej\nJHCk24D8QgubqfHrxYntJyjQixI/63PMvtB8ScDC5+nYCNY70RHv5H1aHfr9vnwmwLBZLsjvFOTV\nalV4m7Eq3OiKcRysfcF311YeG+/lyZ88AMu2ruLFPOvCqmtcQNcGNkzrga6a2W63ZaMwxoLRv8/M\nHgDY3NyU8z7zGQ+l0iTzjpqfkrYl7oU4xqV7IfnMc11gPPmeggodZ5DIkhhAahUAIJbS5H5J3EUa\n8IhMMGi23+JLYOFdgpsFoApfJTydjfkj+EgCTRNQ+0d/1Abg4cMf7gnvcr4yJZf8zFi0brcrbnVa\nxWm10IHVeqzXAao2mXpVmfjYgQpNrg60IfO8e+jP1CD1osgNczqdjggoXfhHuzvOz8/R7XYxGAxw\ncXGR2clRC1aNMPUinAYcxUvtoqDVJj1tYaDPmcfJhLwXF3xt6tYmSE4unR+tI691wSQGxbHuv85Y\n4H1I7XY74wefTCbyXrTSrBN9bGphNsFtapN5FoUHIdc93NrOspncjCOgZkdNvNVqScVVAlvyGwFF\nv9/H6ekpjo+PRXvRfKbHTacXE5xQW+KYENxyweWYVioVyeoYDAY4PDzMgGGtZWre0osCwWkcxwJY\n2B/ValWuo0VDp8FyseB39i0tYIw3YWotgS7vxfZp/qOVgmCEiyNN1Dp9zzSfu8bYxgfmZxvvuCwZ\ntnPsgY7r0TrPIO8wnofAlv784XAomQh0Zy0WCzQaDezu7mbAaVolM+vqSJ8nLVOgH5lzzWvSd4mW\nAIUZl6bTjzlnqDil758CjPznpXOI/a9BOAABEMkzF5LBwjoZnueh2WwKz9XrdQyHQ+zu7kqcHcdo\nPp/j9PQU7XYbnU4HlUoF7XZb0sE572j9cI2vy1LmOnddeuRBhbko6L91rsnrQH0fAggKUhYZarfb\nuH79+tKOj2RopvmQMe7cuSPmVDI3BROFFY9rcEJhC0CQaafTQb1exxe/2MJHPrKQiT0cDtHr9WQP\nDD0RuUfHZDLBxsaGpIIdHXn48Ic/jNlsht/6rXPMZnPM5zN88IOvyT305CRwYMYKFyNN9+7dkwVv\nMBhIUCEXRGrCvu+jXq9LNglz3IfDoQTVsR/1RDHHcF0BzGtsGub7tVRQuOtnrNMWfieQ0xt/NRoN\nXLt2TRZI+luZkqdjXA4ODnB6eiqgtdfrZfgJyAJBjgNThXUNEoIDLiIbGxvCMwSgOhB4Pp/jz//8\nz4Xvnn/+ealFMJ1uAAB+8Ad/EKenp3jjjTcwHA4zAbpAtrCXBiRc0DY2NqRtzIziu2vLxfn5uZQ6\n9n1f5mutVsPW1lZmvnKOEWgwYHmxWODs7ExABoOn+Z1WE1OAm/zgArY2HjQtBiZvu5SkVcqR7RrN\ng3ltZt9T9m1ubmJrawt7e3vodDrwvCTG5d69e+j1egASS9fFxQUajQaefvpp7OzsKCsWtxFPx5w8\nSe0+Je/SGkB3wyorRQr8tOVMg0ael623Ewoo18ocgIzLUFvpNHHu2vpTpyWnVle962+SuvryyyX8\n1E9VRc7euHFDlIa3334bZ2dnAuCOj4/lfba2trC9vS2KgN5WXVfaXAcg5Fm/1gWrjzyoINmAgmui\n6eOmZqvP0ROdWhoHjlvY2oLktMbEnTy73S56vR5Go1FGUGp/sXYBaNSq3RjlchlPPfWUlMFNUu0G\n2N1tiB99Op1Ku46Pj2U/ESAFFbdv38a1a9ck7gGYi4m9Xp8JY3/nd34nvv3tb2c2EAPSPR+AbKVM\nrWEDkDYdHh6i0+nIuSxJrs+t1WrwfV8EFaPy9dhqs5459ibj24T3Kt55mL/b2gLYTdsaDBOg0SLA\nxVBbfRgvQADDeiYHBwfo9/sCHIE0sFdbnQhK6CZjnI4G0bqgGrUhjptOIeaYkp+DIMDW1hY+8IEP\nSPAvF4rt7W20Wi2JZGewqAZjOthM940WkNq1xv0/dGAq62GwTQxS5fkMdOV76aBhvj/BFgU1NVou\nsLrGgM2CuIpfTCBBPtHHXGDC5OerPPcqpHmWsT2tVkvq7zAWptfrCaBIF+pAirEBUJtgMaYlAQva\nWkSXQ/psLZOBLODItpP9lPBP6s41F3tT/idzgNaPUKwIbCPPJeg0s5/yutW1tnCu6boYbCvnUKPR\nEHnd6XRwenoq1ka6NweDgbjcZ7OZ1KmhpcZ0Ha9aG/N+Wxe0PhagwoYagfV9jq5Fib/R5KdLyW5t\nbWV82wQUFDK8z+HhIS4uLiS6XD+HgILnazcB0zPZ1jAM8T//57MIwxLeeKNxyYzTyz/gd383qVg3\nmy0Qxz4+8pEadnd3cXR0hH6/LwKbOflf+co+wjBAEAzxb/5NIkj/7b89zrx3qVTCf/kvuzg/r+D7\nv///lZREgiw9yXR5Z72I8bm9Xi8j8M2S5DRrUzNnGwaDQUbAmhPFZg3QLg6bMFnXiqX5ZV2BzGfm\naQc2/mM/st80oKB1gpYrXTiNWuLFxQVOTk5wcnKS2fFQZwbxfIJjvRMuASufsVgsRGhxAX/55RqC\nYIFSaZixxmj3xOnpk/B9H41GA9/+drpb7L/+108BAH7zN5OsgMnkGiaTjrjfPM/D3//7h/A8D2dn\nZ/jv//1pxDHwfd/3bfmdApfPYxu4ERWQjc8wA9Z43XQ6lfRbpkGyrgwDirkgEXTRokjzMq0itFwA\nqR/eBESrNEPNpyZfrwsWTIubeX/zM68zP9vmFXlT10VhkLDv+xgOhxgMBhJozr5i//K6P/zDxqWp\nH0jAQbbmA/tOWyvy5p1tTqXHUjcE75P8+QJk0ndfdr1wsQdiLBYRfN8TRSoF3ynoIUCytU8DphTc\npympmn7v98aIY+BjHytJ/ArXA21N49zs9/u4uLjA5uampPfX6/WlTCqzPbY25qWjXsUS9liAinXI\nhvhNbcCmQWgrBTU6HZDJolZAdlMipolyUQfSwid8FgM0aYLVVg8izlde2ZI2VyqBtMOluVAz++xn\nA3z0o8nCpFNUp9Mp9vb2xI9n3oPMpZmt0Wjg//yf7xKN9O/+3bcyLhsdWETgQe0WgATBsZrhdDpF\ns9mUTJBqtSra32w2E1Dh+75oP2yLq3Kcbm+egHaBBj3uq/jI9tl2PxdPaa3c/I2LolmDgou9Dsxk\nH5yfn8tWyf1+X+IBdNYPBSGzSJhSSf7udDpot9vCzy+9lJqRAVxaBdJYD7aZQotxDQTHjIVIxyMR\nwHz/MAywWHAu+AjDAP/tvz0FAJhM9hEEyRj/7//9nUsA8Xu/99vwPC/jLiyVSkpLjSRwkEBeb4rG\nzKJ+vy++6kajgfl8nikRznO1eZ79xvlEywXPo/XC1BDzhLX5m4uvbBYNk99s16xDJrjR12rXB4td\ncd4ynqbX60kxOx7b2tqSdFNmKCXPYNBltsYE23EVEG8u5prfNKAwU6HTPkuvT/mUcTJAUsuCRbOy\ncW4pGAIIkLIxIFmZwzbo2A5zTHkvm+LELQ8Ilvv9voC5vb091Go1TKdTsXCYtX/0vUxeWSUb0/5Z\nTY88qDAngbmo6EHU55gLiQkkAEhKKMsDc0vfRqMhlTKp1elUp7t37+L09FSqFFITByCpnIvFAjs7\nO1LIpFar4amnnsLm5qa4AQDga1/rgq4IbcK2tZnvxIndalXwzDPP4PXXX5fa+9wVT084Tu60NkFa\nt54LQKPRkEXsQx/6kIAj+u2ZzcIqoP1+X2rWU1MBIGmBr7/+umg8+/v7gsgp1HX1UabdMj5AbxK1\nChC4AIUJQviutmAs87q8yWXyk42yfZ9q1+Q3po1y90Zq0LQ60OXAnWBfe+01ySLSNSp4f163u7sr\nANj3fVy/fh0bGxuSRaKFbhhOBcQBaeyFnmMJkJhhNptKWiYrrBIgUTP0LrVTHSuh42pM/mXMApDu\nIkyQ9MILL2AwGODOnTsYjUZSzp4LOucJwSmzQggwyDfko8FgIP3GOgo6dop8z7RVukGq1aoA6Uql\nItZIWnn0ArnKWuHiKxvgyNM4bbznuq+tHfo3jjNBIstDb25uSlG/o6Mj3L9/H0dHR7i4uJC+qVQq\n2N3dlUJO//k/N8CpRWChyQzotWn+9nddfq+En/zLQEgdLJlWTAW4i+kMpVK690i5XFLPSKpiavez\nnleppYL9ttxWUx74fjbYXmdLJW1Min194hOJwvn3/l5i2avX63jqqadkbfE8D6PRCPfv30cYhtja\n2kKn05F5rdcKbbXIA7C6Hat4No8eeVBho1WTc53O0lHwvp9UOSOQ4CSjZsLBms/n6PV64iuezWYZ\nrZKlgckEe3t74p/c2Ni4nHhzAL0lLdfmF7S9IxnW9/3Levo1DAbfIRpntVrF179eRRjqBcK8D5BM\nmGRS6VRTAPj3/36knh8gjjtYLFr44R+u4/z8HOfn51IIh8F4nU4HQLo4zedzdLtdMUUzOt/z0iJc\n1KC1dkFTs+d5GQFhjqtNA1wleNdF4nmUBzryxoyLK61fGmxSQ+Z5tAqdnJxIDIW2DvG9CWi5L4be\nbbZer+PmzZtyX47pT/904/IdZgCyWTKmAErcdzOMRmNMJlMkmzOVjGuW35vjnwKPZWCvg9jStNAk\naO+Tn5wDKGM+v4V//I97YjEgqOXmYrQeMHiacSIAMjEgcRxLMPDBwUGmSqR2z9Hlx4WFAIp1VbQb\nT5ueTaXGJrhtwNUFhFfxm43nbedoF5Z5jga8BFzkR/ISgS0rAeuA1e3tbQDLG1aZ78dnLc/HpVdd\nk+hKTBb7dPFe/p7WwUmel5xjB/1Ammad/ubW9t0gMXkO5096LRDH0eX/GHEcifLJmB8WaePmeNpF\nSV7Tm0BS0RgOh0vKk36/bPuWXWhXpccSVJgagmsim9fo4BkdmEmUzkA5Brhpf9V0OhVAweh3+r1p\nhh2Px5msjVu3bmF7e1t2AfW8obTHnGg2DXodMyEFt76P7y+XWU7uZ5oSAag86zSQanlBDsMATz31\nlFTUOzo6kh1VWSeBsQDaVDwej2WPAE4eCmh+bjabMmacQBwvjrXLnKcXKte4m++S15emwLZZJtax\nZPAzgQKD4AhaCbLoGiPIjeNk4zcCirOzs0x1UiANdOSGYrR0kKhFcv8FzSOMLk/ap92Gy/1GC9ps\nNkUcRyiVqkYQqk1ApSZiLeg49/S4sV+0dkjzMAAB56R2u41ut4uzszMcHR1l2stgZbpBNKAg0Ijj\nGL1eTzKoaG2g9Yz9z7YxaFXXWqEGqTMGtBVslbDOk1WuBctcJNY1WbvuDWBJFppVXAmeWKGVFpr5\nfC6gjH08Ho8RReSNhK/y+mHdNtv6iMcoX8i7cZy6LZLz9SZliVUCWN5TCYBY97JWCncb8q1SaXwP\nn6dlWAIsYsxmSVAyFVkdu3Z+fo7Dw0O5J12es9lMAB9jhphBp4OgNR+uIxOvSo88qLBNVBuj6fM0\nYtMLJrU4RtdTW+x0Orh27Zqk1umsBN/3cXBwgJOTE9mSXFsnut0ugiBAq9XC3t4ebt68iWvXruH6\n9euo1Wr4+Me7ABYARhlGNkGEaSYz/5uWGH1cp0Eln7N9mIKJbOBU2p8+PM8ej6KP/c7v9PFzP7eB\nGzdu4ObNm3jiiSfw7rvv4uzsDPfv38fFxYXEl1BAxXGMw8NDdLtdqdJ38+ZNmQisz0FTdBzHqNVq\nGA4TAMY9G6glZd9r2XKxiq4qhPVv5jPynkneofZTq9WwubkpRYK4my0DKSuViviu/+qv/grdbvdS\nWEdizaBFh6Z/BniyfQQam5ub2Nvbw4svTjPtiOMYv/3bvUwKHP8nufXBEl8SVNPFxT5KLGvsG/3e\nqUaoeV1bLJJ7pvyqF6MwTHfzjaIIL72keb2Fn/zJHXiehzfeeEOKyzEOh31ZrVYzsUA6FZoaYLfb\nxfn5OY6OjqQODecsY5omk4koGJVKRQLnhsMhSqWS1A1g2rXuU5OfbFr7KiuEyU+rwIR5X1OzNs+j\nYrWxsYG9vT3s7Oxgc3NTrGXT6RTvvvuu7CETxzFarRaefPJJyYz78pd3Lsc4Dc5O/nzFH3ZX9Psh\nHQeT9HnW+hDHaRAueSM9l4ADALwMf2iyKRXsRtcrxHFqvTItKIz14X3r9Tq+9KXEhfexj5XFDV+t\nVvEnf/Inkg1FIM11Z2dnRwAdM5/iOLZadl3Klu1d16VHHlQA+VoiO00Hx9iYmMKVGkmpVBLEzQBK\nnTJKBpzNZjg8PJTsBiBNxxuNRqhWq5JGVyqV8D/+xzOXW+1OAEys75H8t78H4Nau2SZNybnr1e+4\nvMIBLMzrls8BgI9/vKv6t4zp9BY+9KHEVdFqtXB2dpYx17NPoyiSSnz012pNndRqtWQyDYdDWWAY\ntJentdmE6SpynZd3D1NYm/zJY7rYlDYvc9MsXUlVaygEFBR+up1MFWUshnaHMJPmlVe2UKnMVbEf\nX7RHCroUTOQXHdOWljQmJytgtZnYBr40oEjHK71GZwRo61R6fmqK/sQnkjm1WOzjhRcWODw8zFQS\n5dwlb/m+L1o2kFbm5Hl03zEdlUGzDJzl4kDXHfuBlgvf9yUTh/e0aYrrgFlt2VlFLkBiWohI5rna\nJacDhVnOne/DWBoulAQTtOxSuaKGnMQUcHxT99g6gCJPqYmVBYukiwWmMW9p25P7+IiiWea6PEXA\n3q4UROhTli1KyMwr00oRRWl2iJ4TnNOz2QyVSgU7OzuytQHd6oPBAOPxGLVaDWEYSt0f7apyyb91\neWpdeixAhY3yELhpOtTInIuYTp1iyig3bSGDcsvoXq8ngoN7WlAjf/rpp9FoNOB5iZ+xWq2sJUjS\nNssn6zuZlDWlUSPOgqecpyENPNJMp3+XJ1nfQaN9IBHSt2/fxsHBAUqlkpjdj46OMkKWk4wpUjpw\ni30fxzGazab0P6s5rrsAsn8eVCNadX4euDXP0yCWGRn0V/M7gUUQBOLuuH//fiaAkVoz/yjMKUxo\n3eHupNQWs+3JzhdqUzpeSD9DvwPnjLlTY/YZy31hWg6zz89u9MTjGkDZNG39FwQBNjc3MRgMMgG9\npVJJFkGm7JmbljHmQwdfD4dD3L9/XxZMgmQuADp+IwxDsaQBiZzQG+WZJZRt89mmRa6yLOTJBxvI\ncClYHB++C4EugT61Xgam6qJjOzs72NjYwH/9r09c3iedm4lFIAZAYJEqTxrs2OTUqkUvAcXmsSyf\nJP9jACE8j4usnJ15f1vfmevGKjKBjp5nmsjXQUCrcHqcf7/3e2P8k3+SHGd5dIJlZjLp2iyUIQSD\nrOFCt9C67/EggOORBxXmxDAFn01ztQk0XTGTplydzscYCqaAsjbA8fGxbBXOScjNdFjLYj6f4+tf\nf/7ST243yet2J78tvWnuAGvNh4DC7Cd9blYAaRBht0CwTUTlefc3tcnPftbHyclz+Ft/65sIgqTE\neavVEndIs9kUYT6dTnH//v2lPR10hUkgEcz9fj/TH2b5ZJcQdVkRVlEeIFkHUOhrCSr4TtpSQbMs\ngyjn8zmOjo5w7949dLtduYdOk9Nl0cmvrVYLf/ZnN2URmEyuXfZ/Wg8g6Sc/M+YmSDMXbBOI651x\ngSIQ4hYAACAASURBVKzlwfPsgsucg/rZJoBx9bEONNRzn4Dk5ZfrmExu4+/8namkpr7wwh3ZKIwp\n3ayASwsYgRxjfoC0xD4XUWY4EPDqIEVd/4JWC7bTVrHRxSvrLKwmkHApDnlWC/P+2vpEmUgfPRcn\nBmEzfoTWms3NTXz1q9dhS1nndTqo1ZwTrkWdr86fs2Ar86b6SmsfsG20cmlXB6BLA9jdGMt8m1XC\n8q5N5hrnf+A4J12TOBZxHOPTn04sLf/sn5Wxu7uLbrcrMpBZd6z1w3WMSgrdxDYrFZ+ZZwm6Crh4\n5EGFFnLL5ia7eU8fpwChyajRaEjk997enmiMTNdjBO4bb7whKVTM12ZU7lNPPSUbIZ2enuLmzZtS\nBpmUBqYBJvObg6nJBEomMDF6J/OspM68WQZ3+XzmWxNgmEDCrgktTyItpBj0ygItzzzzjLg8Xn/9\ndTknDEOMx2O89957OD4+xnd8x3eg2WzKfVjhkEWKCEz0TpOuiHPdfzowUPdtHtkAhesaU2hrIEGB\nzdLRLH+9ubkp5nOdTnvv3j1861vfkhog5p4c5XJZ0pPp/ycgNoM34xiXxXyyAVu+v2zBMN5e3ivt\nS1+sJexzvVDofs/rT5L2M8/n2eqFtkUnCTjOgmlzwS6VSrh16xZarTZ838N3f/em/D4cDnF0dIR3\n331XFjsGVJNHOp1OZrM8ViulHKBlSG/9PZ/Psb+/j+l0in6/D8/zZJM97pFiWoJsfWXyseYl04Jh\nO57X3y7gwT9uGtbpdCRLjanu8/kcw+FQstyiKKkAyZgxWsMIWuniM+tDUPa5lL90YQNSGZl1JyTa\nf+pacMkgz/NkDLMbMGaLZCXAhwG2BNyr3U7pT6ZbLpsB5Xm4jD1KzrUD5/Rc3R8EdJ4X49lnn8Vk\nMsGbb76JwWCAbrcr8oRup06ngziOpTAWa8lQycg+0+221QrrOvTIgwoXwgJW+yuJBvlHEzT3p2Ch\noTiOZaJwT4Xj46T6ZLlcllRRIDH/3bx5U849OjrCn//5LbRaacbFsibnEghp3Xsyv36fdTRum9XC\nhqwtvaP6yTVpsmg9jcXIWjsooP/yL/8f6cuPfSzR7jghuK8CAR7z3c/OzuQ+DLKjtYJWIAroSqUi\ngsOFxNc1DdtICzrAvcGQyyrE37hY6s25KAhYHwFIapocHh7i7t27UmeE1+pndzodySja2trCK69s\nw/cTTYjlh7MWuqT9ibVCF1JbBkH5wjRWgDV7HX/ns12am+6n9Nzo8t72OWP0NpK54QOI5JhesL74\nxRaCILn2P/yHRJj+i39RkmwjBhoSkOgS5bQ+MAOAVqH5fI6TkxNJ++OY6f0keIygmLxAM3X6vvb+\nXW8xW3ZfmIBjHTlhPpMWCgan612PCb70jrHcEyR55xRA2+adaXXQctiWmZbIn2Sc0zkILLtp3ZYd\nAs5k7Bbw/TTWjkG0PC/bT+taMu1WEd7G7PvEJb0MvvOUyNQdEksWIeujsK4LlSqOlS52p4vF2dZJ\n12ebwp5HjzyoAJYnlG0iuiamNvFxwaKQ9zwvI2iYNkrzPM2Bp6enCMMQN27cwO3bt/Hcc8/B8zyc\nnp6i1+uJmZqC3Ua29qYMSQbMN3Fm+yRF75yM+tHLE1Br12kbkmfLWbl9SWCx/B6plSSOYwRBiN3d\nXenTbreLd999F0dHRxiNRtja2hKrAwu9AJB4Cl17galUDIzV9QFWIWubhrQuaV4zF1U9Ac3/FJ4E\nFNQs6LKgIB+Pxzg+Psa9e/dwcnIieynoKHW63LgnB/ejSQBFOti6nVzgCSjIG5rftEBNr4ky99P9\nYL6/pnRBSXjDppGa51LLS/dj8B08n9UG2V6C8PQ52YVH34uuOJ2CqANPdbyFLmJHbZ2VYnkfLr6s\nDstKufo9GTxrllG2yS+XFcLGrzZ+z+Nr20LBvuE7cOsAAnkuzLS88JmNRkM2mvO8FPxqQGGLedLP\nM91w2T7RltL8dzaPmyAfSIOR9a6zuky+Th81edUG9lgw0Gz7qs95x8xnElSEoSd71tTrdQl8p2uO\n51POsAwCA7Vt8sr2nmYb/sZYKoB062TgaiZsE42ziiHT+SjMoijZFe7u3bs4OjqSKOfpdIqLiws8\n99xzeOaZZ3Djxg0BI0CiFZ2efhfq9aym4GKqZZRMWp4gJgPYrrVpQ/q/DeAsM442O3rQ+d5mm3i+\n7VlB4Is2GQQBfvd30z09oug5/MiP3MCdO3dw79493L17VybCeDyWtLWtrS089dRTssBqV0i1WpUy\nwWEY4vz8PNNHNvCg+2ydCWMTwPpeLiDBMaegJZjY3t6WaHnWkmDtiG9961t47733cHJygul0mil+\nlfRnIIHEN27cwO7urrhMwnB2KTQjTKepqZf7GVBD438dW2G65XiODpy0jb0NTOQFzpo8mQUUQKmU\nBoAme9QEmfua2huBtw3g8L+OqmfMBADs7+8LAOBif3FxgdPTU9y/f18KYzGein9cXPnHSpONRkPK\nUs/nc2xvb6Ner4uVM45jcbPQxeFKNU3nyLJLz6R1+ZjP0IujXmwYnNnpdLCxsSExT7TQjEYjnJ6e\n4uzsDHEco9Pp4Mknn8Rf/uXz+Ku/SmrW0K38fijtj8xbKvCbDTpkH7g+64BFurv4G2ODCAqpCJn3\nNscjdftl25kH+q6q+esxDYIAL720wGxWwg/90DWcnJws7Uw9Ho/Fbc84F/KbDuh0zVGXcr5uex95\nUKGFiG2gXOg9RX1p9D3dHkTl+l73798Xc2elUhENJQxD3Lx5E1/+8g5KpQhAL+Njtlsg9GKUbVfe\nua7zbL/b3ptaqrY4rGYUWkjsJjLz/q7fGQy1WERyL2oyURThC1+oYj5/Ej/wAxBztN4oajAYIAgC\nDIdDMSfTvMwCO/V6HVEUyXUmmHAJ7VXvtYpc42YCNy3YCCy40yYFgOelbrPz83Mxv7MsOu9Da1q9\nXsdXv3r9UrNKyxInlVDjTIYN25KmaOZRdsHX6W9aEDG2w3x//ecSsHp89DEt0IPAz7RVp+NlQRuw\nbHZPn6cj6eM4xosvTvHP/3my6DEuhGXSAUicCwW2jmFhe/S760h8Voml5hvHsezUycBQ8geDOD3P\nW/Jza6Dh4jHbXHfNaRsANMGwDtCk24MuYI47rYgMUE+tPck4ZOOV8gK/15t72kqRdbO63Qau53EO\ncgwrlYrMUz1H8trLvlgFmthmulpWWSvy72Vfx7QVgiA3LfqVPFMrXrTEUC64LGGuZ65DjzyocA2W\naxExGYimdFbLJKDg5FosFhKURI2RGwoBwObmpmglfK4tl961yJu0Stu4CsI1n50n5N8P6Xu63lUL\nGr0ocRIzUPP27dtS334ymWQ2UGO6KRcBLs5xnPgYuQjTRUJToK2N5v/30ydawAN2bYn8pDdm0iWP\nOdlnsxnOzs6kFoW+BzUobj+tg7Jc1pE0uyPl+9Ry4mW+6+vM99MLuV789LNtlgd93HZP23G2yczX\n19ctFpEsLOk5SWxFEHgZ07t5L4Jr/q6DZ3ksDEPs7Oxgf38fd+/elSJZ2mVhWjzG47Hwc6vVkj1E\neF6tVkMcx1KPZbFYSCAtYxNMzdtGtvlmk3vrXG8S+4oAS2cg6VR6uhp11dY0EDx1dWQDw9nG1e1Y\nbhfdwKkrTd+HbWRfe54P7bLT70eQbusX/d9GuqSATZ6mCkXabj7XPCf/fSkr0yqbZhAy5yOBEWtW\n6LlKcEi3Pvlc76Sdbfcy0F/VJyY98qCCtA7qNQW8NkVT8yOzUQBNJhMxQetCTJ6X1P6/du1aJnAu\nCLKlXCkANcUxmY3nradpuH5bd8DdVo88BL2+OdXGjOpJS7+RkVlQDIDsbEgTNAECJ8zZ2ZlskMXg\nOZ1KyUp/XABMLXsdS5a7L/KPu87RiyT91ASxXJSZlsgdR1mOXPvxeU9G4pfLZXzta0+i0cjGHvDc\n5UC5JE6B/Le8aGcXYC2AdNAi+y2OgSBYZIBF+ps7gwnIVojV7dRz1Jahs1jQFRMBSAsbpWAoeU9a\ndnQbslYj4FOfSvjjox/NKhkEDVEU4YknnsBoNMLR0ZGAWc9LN7XTY6zjelgfpN1uyzvo1EzGajAu\ngX96m2rd16ZWaeM1E9y6Fi+zrzWw4nxkjA8tN/od9Q6YdB0n4AlLwMjkp+R5y5aGByW67vhcukZp\njVilfbsUDT0n+D155wU8D8Jfy3xll8/mc8zjtmu0VU4DBf72hS9U8X3fB6kdwuwOM/A0CALhO52G\nbvLVgyi5NnrkQYWJ0F2Ii6RTSFmCllUzuUgRJBwfH+Pdd9/F/fv3ZfLMZjP0ej184AMfQKvVQhwn\nO3XOZrVLM2EEIGsWm04nmM/TCny+z8AeeQvYFu+rWiQsvSPvo0t1L1+3HqOv0wY9KbNtWi7KpbUG\n3w8wn8/g+z6uXbsmbqZ79+5lskLu3r2LbreLGzduSJ2AIAgkGppgg8FXWmibC59N6LgoT9MwJ6nu\nZ53pEYbJLpf0vbdaLRHglUoF7733Ht566y3cu3cP0+k0U6WRAr/ZbMp+F7RyECwkgDiJe6FgT3zI\nCywWEYIggueFCMMgAzrM8dbVMbmQLBaRLJhBEF6OJ6PYs9s62yw2mgeyvJL2lwbnpvUktVDMVXxH\ndgFIzdG2eKF0jmnBmrjL0sqm9XodcZzGPNTrddy+fRthGEqANmUHd0flfbjQMCX64uICzWYTTz/9\ntFhBgiDA9evX0Wg00O12JQNqMpmIr9sWaJwHLGzH8hY328Kq+5BBgEytZ4YVAAH7uvpto9G49NVP\nZcfPxBKU7qPh+wGqVe6Ey/FYn2LlttXvkwKVWGQzy25vbW1dWp49RFEaDGveQ/eNufh7nidgkanE\njJvT82dZjrjLG9i+235jZtFiEcmcZjsJMhhbxd2yGd+jdzSme4o1gTieGhSb77Dqex498qACWEZ/\nAJyDrZEzfU16Tw8gTSk7Pj6Wza44GKPRCLVaDfv7+2i32/jCF2qXlcpSjU1rbmEYSqAXrSBaoALr\nDZztPUyEuXyOfJIFVM+pPJR8VW1cP9+lmXLBYVS/KVg8z8Pv/E4fL7yQTtitrS1xPVFrH41GODk5\nwe3bt2UBjKII7XZbskEo+DkxV72zbv86/WADGbZjWkuj5qcDMgn2ptMpTk9P0e12MRwOl7R/z0uL\nKmltLN1aXJuW2ZY0GyLVfGJw7U1+S0t0c0w8L9UA2W4GtvF/ItDTFEMumrofTY0427dswzKAsI1L\nanFKrST6vShodX+l911eyPSC8Pu/HwGI4HlzBMEUv/AL21Ihl1UIuTcLd+Ycj8fSVl10jWPOxRcA\nLi4uxE3F59brdSwWi4wrhOnQZjyWVpL0omLynF4QNYAwx8ElZyi7aE1jdpumKIqk4BUAsdwmx6ag\ny0FnzVH2RFFp7eDNtHmrFzITVBJgXFxcyM6dmj/z7pFdP5L30MGNfJ91Yir4HuvqaOY6xgwVgnHK\nBJ2BxMqatObSktRoNAScmjEyuvCYS46tWlvy6LEAFZpc5hwtZGjm1L4mbmVOhplMJjg+Pha/PpDs\nBuf7yX71TzzxBD79aaBU8i4XtTQ4JnmeD8+LMkGdeh8Gc4E3229jcv19/UGmr1n3C+QeKVPlL7am\n8DK1fxcS10KQE8NmLtf990d/1MF0WsXf/tt/jY2NDSkiRgHPrJter5cpO82xJFInEKEbxPZe6wia\nPLJp1OZvDM40K15ysgdBgPF4LCnINCsDacwJ9/Ogef4v/uKZy/iM1M9KQZeCmSgjJOg20Ofpa7UW\nqd0AiSk5wGKR1gRJLT3Z2AQb+FXfFE8s86FtsdOLKduvARBUhoom061jpjprWaCzADzPw2/+5okI\n6KQPQvzwDyduUgCy3fSdO3fkHsw8YvlvAFIs6+zsTECv3uuGuxNzvOM4zpQQdy38+r9NobKRa56a\n/aF5VdemYHAftWHGlJhuAD7HFvC4rszSVgk3sKdSls47WgSTcYulnfP5HJ1OB0z7zMppG5hIj7Ec\neRRFErQKpEpSHrBIFce8d122HpmA2wwg5fm0xvR6PRkfuin1Bna8Xu+nZLo+11Uk16FHHlTYmMPW\nOWQW7fZgupQudMUqjYeHhxIUWKvVcHp6ip2dHTzzzDN47rnn0Gg04PujSxMTEMfp5EueB9FwwjDE\nYDBAr9dDp9PJLLAuE5mpWZi/m9fYBKtGudngImtP5oIE3Y9mH5uLs22iULOjyT5h6FSroBYaRQss\nFnPpy9lsht3dXbRaLRweHmI8HksQ5ltvvSW/cxdTThadQw9A9mKxT2LTJO+mVRNPg1dqfQzKpOuC\nG6YxcKrf7+Pg4ABvv/024jjdnIpaYhiG2N7eloWG/n4KES0cuCgwfoPmegCZMr1sqza1awHGrKik\nvPfksj3Bpd92lnFDUMAC2W2dTU1oGdzma976Xc1rTC2eGpkpKNNzUv4351VacCnLExpssYS6Hudb\nt27h3r17ODg4kIwl3pN9Mh6PZbfUi4sLSdOkafr69es4PT0VYU9XHwPubCDtKlqjzZJhO0fXTmEW\nHGMlaJWgS4ixTgw+/da3vucyNk2PXdqfSQBntqy8i/R1y7/ZZb22oCVbISSB9HRPsaYGlUcqIiYf\neZ6XsUTp/VoqleplMGoqQ9NNEe27mEJlvmig4HqvdDySa8vlioDv9LnJHy0ntCjV63Wxqp+dncma\nxvnAgFqez5gYgpF1wek69MiDCsA+cTTD8bsZgc//OtWGZXRPTk5EMBOl7u3tYW9vD5/7XAjfH16a\nrrNFT9LnZ9E/gwhdC9gqS4Bp2tVkggZ9PBWOdsvIuv1oCuOraPgU+lzwtGCh8OU7UIB5noevf/15\nxHGMH/iBt1GtVtFut9Hr9WSR5HbprVZLrEB0MXCvEGqGD4LCbQBVv7cZQGn2gQaxBBf8rBd6BmcS\nAOgIemoY1G75jqlJmW6ltKZK1mKRdenpzAV+1kKFc4R9lsyLQPmk/Uv3FTMlkhgi8l8iaAEgzgQ1\n6/4z+TKZm2n1T9OCYs4T/e4axJnfXc/U46OVAKhKnCZ9/vMl/MRPZNtWr9dx48YNAQ+0WLAfqMXy\nN/61Wq2MSbrZbGbqYDA+g+NlA8I2ugrgsC3uOtZMp11q2cLFm20kbybZFvHl53Qh1P3MTBD+lo4P\n5Bqz721zy1R+NPBkG2q1WkZrp8tmMpmgWq2h2WwsAdz5fC77uyTvGcP3vct1ogxavFKgkHVPLPcx\noC1kVxVBWSCBJYDteR4+8xkPw+EudndLAhDoAtZgX8dXUH645JfuFy371+WtxwJU5JHuFApJveGK\n7mAGTXGjFgr44XAo6WXb29sAtE8W0GY4ILUQ8LwkGKwiA66jdbWQNNud3muZlsEDkDUN4/JYIrij\nSJtU04qMtnvmafIuMrUIfSwBNGl+uA6u0qCCRWl0H2jNs91u486dO6KVUmvq9XqXlqM095wCj2Zp\nnfpnvqMNxJnvommVtqWFqK6wyJoUBDpxnGxHfnp6iuPj40w/E+RSc+QCFYYhNjY2Mv7j5LpIBDvH\nNuH31OSb+JVTvtAmfoLuRAhlF+gwDLBY4FLIpnyj8+E1MNRtMM3DOpI9EZIxgJQPkyJp7toLuhy3\nBqZsqzmGKQ9Gqq+yFiUK/2QRzCoEaVvSe1LRWCwWqNfr2Nvbw507d8RlRWBBfouiZJdT3m80GqHR\naABI5ANBBfd1Md0xfA/TwmL2keu77R5m3xIAM8ONgJD34Fhr1wdlqAZmDAJO2564qEytPV2ogKx7\nKnVZ5bVZv6MJPOM4ycKjS4myhdp5EgODTB2c2WwmwZimnNDnUd4vAwt729KmXw1RxJdWW1PpMuUy\n34ljpouxsaAb+5BBuFz3tJJrAqz3Q48NqDAFkbZSaLSs/YVaq6VJnVXvZrMZqtWqLHTXr1/HV796\nHaVStsAL7+8ivXBXq9XLPRw8lEphRhiagtCGHvmbSXm5zMmxhSHsA6UBpSmGqyZwXntcGgUALBZz\nhGHJCSq4wM1m86Ux8zwPf/EXz+JDH3pXhHi/3xfNezAY4Pz8HBsbG5Lyx8WbAI7g0DSj2/rzqhPK\nHDcdAEV+0yXgdcbKaDTC+fk5ut0uLi4ulgANU8FYLCkMQ/yv//Xc5TvRSqA1iex78B4kBqvpMt4c\nAwI1xgdpf3E6FjpzJ9mDwAwq5FguFguxxug2pGAiBRe+n85VFgrS/aDnh+d5WCySaH7NgzYQrL9r\n/k+ekxbCSu6T9dHz96QeRjLnf//3k7nzL/9lohSw4BXNyoPBQOQLTcu6DSyT3O12hU85Js1mE5PJ\nRDbo0v2v3VN6bF386LJqmlqn7lOdoaSVLcZ3cMw0qKBylNyDC2Eq0+jivOwBAQ481/yc5/YwAZb+\nbVmTTvjUBBWaNz3Pk3GbzxcYDPoYDocZSynlfDqOaftt7bP1szpLvXM+SOKfDorOzu0Is9kci8Vc\nUpMpX5hFNB6PRWHQ/KAtpa5CWK72rEuPPKiwTRBbB1BgsrQxc/3p+gCAw8NDvPPOOzg9PUUUpTXu\nO50Onn32Wbz2WppyqlNCbUJMH9MApF6vYzweYziMLrVrD1EUL5Uidmlc5vsl7Uw30NL/iWS1/6zX\n68nilkySxSUg8eQcW2EYs8/NdulFiu3ixJhMJpntzZOFYZFJbZpOZ0h2BcxqiGR+mplnsxkODg5w\neHgIRmbfvXsXYRjiu7/7uxFFEarV6mVglpexDgFY0sz1pDEXM9tnsx+0wNPWMGoFbAv/WEo7iiLc\nu3cPb7/9tgQE6zoIOq2Pu7uWSiX8g39wgr29PfzH/1gWYZNUMvSX2mHyn9a69fbP7Ce9LTUXE23F\nycYCJaXXyVt0l0wmE1mA0kqMqQmXfujZbI7ZLIkbqNfrAvpmsznK5ayWbLY56T/unZEFclzMNHEx\nsYHK9PzsvKLrM3lWcpzVPV98MfG1f/SjqfVrd3cXpVJJNnViX5DHOR79fl8Km21tbUkaNO/Bonoc\nE11S2SUDzHe1mbVNmcL/7DvGUzDGjHE9QLpleb/fx9HRkQSd1+t19Ho9DAYDVCpVhGGw1IcaoKVy\nUIMDzauedS6a8818X/1fv1scA7VaXWJV9PgPBkMJiqUyqV3EphzKAkRkAIfL+mOCHS0rdRt5eRyn\nfa3rlZB/CYwSC2gFpVIIZm/dunULUZTs+szgYMbFcO6GYYhWq4Ver4d6vS4g1qaQ531fRY88qCDZ\nmEtPQgp7muxoLtLZA71eT5A4zeXcfY9BWlpoZSc5QKRtBkzqCUwNJUGUY5TLFQQBEEWr8p6z78TP\nSQ5zVkskE+kAJlIURSrwTscaZK0c5kRxCTSXhYJtSIBKsCT4tTk6mUAxdHpk+gxPtArP87C9vY3J\nZCI5/gysYrEoAjNqXQw41IDG1HBNgW32gU0Y6zbqY5rX+Gyzoh3f+fz8HP1+f8kMyQBf+qt5vs4u\noLUAyIIal5ADslYztiOxWsWiMZugkO+Zuiq4uDKVNMR8PsukVerMkeRYJPMj5YtUyNN8e8mhGetH\nypMLAMGlZqvTKxMeWV64UrJpuOZvNi2Zc8SUIyRm0sRxjGq1Khvh0drAfjQXd7pWe70eNjY25Dmz\n2QyNRkO0TMoLjnkaP5Pvest/T/uc1aXKTZewVrDo2uG5rVYLADCbTbFY+Bl3SDL+2erCWWCRZgHx\nP68jZeeslxl/E0Db3z0WOZeVWxCrRQpOl62vcWzySOr60KDbBSxMSmU1LmVdFliwTbQ+8z+VIa5Z\nCbBP77u3t4ezszPJfmOQqulOJnjUFlxtqXCBoasAi8cGVJhk09SofRBUMI2Urg8t4DmhOp0OXnvt\ng7hzh9Hx2g+b3N+0DpiDodvECVetVjEajbFYzOH7JStjugaR5yUTPotozfRJMiAj/8lIZLgwLAlT\na0Foi6JflzRY8LzE1WMu6Nr8bdOuTEH02c8mv3/4w5sYj8c4Pz/H3bt3AUDqh0ynU/FVUzgyfiZP\nq9DtzhMOqzQSfidP6cqEtA7ptNjz8/NMloo2x9OFky7+SSbMl7+8g0YjFF4k6GKEveleyi7MWTNy\nsmjFGUBr8i/H6rKH1PMSgZtop5GYYdnXBBVpe1IeMi1irNSp95jQYCYdH/Jp6tLje+jN0Ew+4jlZ\nn7SpMbvGN2vC52IYxzE++ckZPvrRpI26ciZ5UWuY+j0oazgvaRVgdV+mMBKc6TltA0w2RUp/X6Ug\nUC7ofWm0chPHicVxOBwKqGAht9u3b+Ob36wjqXS6wGQyveTDZCM4IJJ4nKxMplU2HVuCNPaVCRqA\n5T5Iz/FFFvJclurW5cPNfjPjFFyUyqhlcGYDneaibF6DTByJfa6lCmLyWxZQMF4qcQXW63V0Oh1U\nq1VRjpnBoknHFJpB8y6FyWU5ctFjBSrMRQtImYE+Q5qEaJrmxKXJaDabiQDa2dnBtWvX8PbbuMxe\n8GWSm+mgmlJmJRpdBjhxHKNWq+YOlokQNROzHbpwDgWRfl6qXaZb+qYMHF8i4DSIU+fZm7UMzLaZ\n72NOrmQSlCX4jpPS9Kv7fpDpJw3OeC2JtRo8z8Obb74pAOn4+Bjn5+eyiNNHPZ1OZUtq3VeaZ1yW\nJfOYuShroactBcwqYrEqphEykG84HOLg4AAHBweSIqv7nFU3mX5LV06v18M3vgGpnZIEF/oIQ1/A\nbjKuUeYzx5XvzflAK10KugPQBaWJ80G/I/8mkwXCMBV0+i+KEvebLjxEc74u/8wUyjiOJQ025d+s\nJc7zPOEdrc0n45FUFE2CVrPCX1f8pEwwNVOTx9N3kSOX52X7h1Yp9gnH7+7du3jvvfdwdHQkgXN6\nrhJQ7OzsCN+yFkYYhpm9ROhWcgFcl1asF1Pb4kG5QItau91eKhY1m80wGAxwfHwsafY3btzAd33X\nd2FnZwdhCIQhLpWa2WXK8RRAWVxGBJ4prxOgSWtFrnE+almlwZz53gk4nWM5bZixCLG1nkQC/w+/\n2QAAIABJREFUZAi6zfZkyQQD/OqycJpALwuO0nfOPtNTFrs0BioMPWOe+hIvkvBzcmxraws7OztS\nDuHk5ATtdhtbW1syhxuNhsjE0WgkljAtE/V7XdVKATwmoMK28OrPWhByQdKojxOcE5eWC9bvj+MY\n0+lMBJg2DWvN0MY03PeDDJENzkw2euLvcpVFWzTRbrJQpAsGkO47ku2P9BoTifq+h3I59RvTxE5L\nhdmPrj7X7db9bS4yJDOamYib7c0u8tlnv/RSjMWihH/4DzuSQ+/76b4LjE3gxDNTqLQWb9PgTOFg\nvpuNNB9QyDHgTQdnckHUANbsR50lwroWrVYLn/rUHFHUQbU6Fb97qVSG70eYz4EkKyMNrOR/DYb4\nHGpAqaCl0PIQRcsWKvK9DUxRKDHgN9snHqIImM+ZJYJMACfBJPkusVj4kkGgrSw27ZS8pM3tSRvs\npb5NnrZZ48znhaGXWUSS39J7f+YzCcj4iZ/ILlphGGJ/f1/qBuhNnwjgdcYBY4cISOkqIy9pZUeT\naw5qcik/JP0cWix0/0ZRUkVzMBhI+fzNzU186UubCAJIKnBSCj5ApeJdjnkENjftZ362yxQXaHKR\nlsP6Pkk/LPP/Ve5rJ0/GX4OFVfe1WyuArNstFvmbuGOy13AeLldmBv7gD0IsFlt4/vmaWMfoAtHz\nnmsfExRMOc172vptXWDxWIAKmzlPC0T+17EUnEAAJItAa0BxHAti9zwPs1liRqpUykvCKGWqVPgk\nbcguoKYJPvm3XDEt7z1TQLEQE7C5eNsYWE9kU5Am10SZ/SY0cNJkW3T5OHuf6EmUaA9a+8yblFlt\nA9BZAjQVd7td6V+6dLhgcrx1xsV6pXWvLpj1u+p0Ze70yN+5P0G3281YhQhGWLeg0WhIYGci5Bfi\nx9a+0uS9kpgc3U+a7/U7mfE1yW86W4B9QDdDtKTl836plsh7cdzT2JggCJVZOrUasp2elyxAnBeJ\nO9Dd12mhKmS0LN6TlVl1NVHTLeKaLxrE8FzO23Qx5G9pvIPptydgCMMQ165dw7vvviupirpgGQX/\ncDjMbGw4nU4FjCaaaiiKDknPsTxLiz7Xdi370ayiqS29tFSMRiMsFgvhTfarzhKazaJLa93yPjAE\nmpzXl62EXlht8iA9P42pMMkm+8x+yCebW8N9jquteaTXApMH03v6Yq2YzbIuYCrBdIUmVuhUefR9\nX2LPGICq47XYZsonjh15MQ84/I2zVJBME7wePHYeByYVQtFSCg7Pr1ar+NrXnkS5nKTZLRZzTCYx\ngoAFlbJIWZun/j/23ixWtu0qD/7WWlW7dlXt2v3e555zbmPj2ICEEuuChJKg5CURxERRgm+cYBOw\nhTG4oQtWnpI3eImC4kAMxBAwJMQ4yKTzUyIRFCwEdsAXgW3ub/v6+jan3V3t6tv1P8z65vzmWLP2\nOdc83UOmtLWrWbXWbMYc4xvtdPcJBbicyZ+nTsbMbh1hWmagTCIQaClM020+3cgBecagxfqYGVA1\nnU7B4B3OmfYn3UfAbvg0GFlfhMgyPbptVp+sPg/3rdfr2N3d9cIZgF9DmlmD77EaKHpVWzfnaWYX\n/qs1TCtpEpxS4zs/P4+i/NlPlvFuNptRoOav/urUa7eOhjdWh9TNzRw6JuNiJFwxKZqbAy1loO/a\nBkRyzrk+DrRWKyFqrAS/c0Cc8wIZmwqS6pHTIWYhlAZ3Ai1ohDrPDnDkkaWF7jSay8tyAXVRuH7W\non7ZdWZTUMF5C2BexxYfovYf/oNjyu9616bvD1Og9/f3fcA06yTw/szOYjoqy7gvl0uf0q4F3Ky1\nYh2gUJq9qvGeBBXcNwB8ny1/JG3SEqD8T+Ok7F4JgDK4ElKAIgXirnJNWIAV5iKu2Lpu/JZf8p5A\nXGfC8bf4d+vmV/kGAL/2IcPE0bJaC9hnCv6y5By5+AmlNwt+Xf9yn1BAXs60ZwssyKNsrJvt99fS\nHilQwaaMgBNIU7jWDGDq3Hg89ofGsF2/fh3Hx8feDGlrQYzHI3CxndkvmBB1obg5ghUkuFH0Wttv\nYL2mQUFEwa907UzKgeBD3nWc66w+OQp8MjMK6XD/6qarbuIQyOSeZYlSrRRVE70bZwjWcgJFtezM\nM3IA+MQnMjz99FM4OzvD+fk5sizD+fm5T9PjOm9tbWE6nfpUXgKMlBlZ/1KgKLU2FhzyuTz5lgF8\n3NjPP/88bt26heFwWFnjg4MDHB4e+lRSaqt0bfCkws3NBmq1wrvrYqZEcLPAfB6ELwWuqwUSijJx\nneOqhIyTCZq6AgoNpOP+0JoA2g+ecOquD5YTAvs8zyO6s1asGAy6ap4EVzzbhUGCzuJR1Vjp3uT9\n1O2pa6C0wN/FdBz703Veea9f+zW3377v+1oYDoeYz+f4hm/4BrTbbbz88sue9iig+/2+r4DI/cZi\nZ3t7e9FYWBXS8oJ14CE1LuUNOh+aTqrxLsvlEhcXFx4ILxYLHBwcrLJW4v3LteTvCDS57rUaj0dH\nJKBVSaIV1tJLtlJYrO9fx6pVSN19/bdRifpAX+l50rGHeQs8yLoD9Vrej7xQx2fT2QnGSUeqxGVZ\ntqriGfdHxxcAWODje3t73i08Go1wdnaG0WgU1Yyp1+u+tEKr1fLVXLWYHe//tYCLRxJU2KZonBuI\nC8kNTQYNhMObmB3Ce1CbV+0uMHXnU2TFwbBpnWbFe7j/D05/s59ZgbYuvsNaF+gOCKg3aPxhc7hA\nKiBoZ9qu0oZidH/VKrhN6ca9NM+hFaPqFlGtg/PGDbS7u4tWq4XT01MPoFgbgE3dXikT8oPmPTVW\n66oiyOMfwYC6zwD4YleqqZIGeOz21taWB7y8n5sLN0+cF/ddDcvlNKINajGODkrM51nURwBYLDiO\nAtTmyAQJEIPZPzbXWuCgMRJ2zaopayG2SAG1Wj1SVixtanUhg3VAoljtxzBXdJ2pcGLsEDVFyzit\nwK7ShS3iFPaergMDgwF3ze7uLs7OzjCZTCKLjMYDMfuFB4xp9UPyGS2IZZu1Ej4IbKhyo6Z1dZlR\n6aIZvSyd8vFbv9UAt4HyRKVP0ld4bhVI8I8uZ6sQhr5UhhGNWdcrrGngHVdZKkImSpUOtL9sdo7s\nb1LPiJWn0iuiVDjIs65yg6uFImVh0H1HoDCdTjGZTPwZVGpNpVt43TO/VmvFIwMqdEEtkZM5awAd\nJ5PlcUnUFAo8TCfcHwilfPUUx5CPn2ULLBaZ30x2YyhxrbMA2DGkPqMQoKXFjlOvD3NTdSdYkML7\nUfizj6nNbuee7p7Ueqw+8cw++KK5aatWAqZI0lrBz/T+rVYL29vbXhgx1oAblPOk2mmV8cRN532d\nxSL0JxYmakZmPIXeZzAYYDAYVBgIaU4tFEVR4Fd/dYqiYGBfdV6dlUytLnEwJp9N+lTrmGpzAdwE\nDd1Z5hbRXKXocZ2pO/QxWCTKEn5OlE4ftCaplmWZr1xJC0dcE0GDnUNfgrUsxG5oTIDOtWbUWIuF\n+zz+Tsf9i7/Yx/d/f8u7D3jo0+XlpacTdbeyEiLrfRBoElywlodaEu18p/tapVkrtFXhoqLCOSnL\n0h/Olc7KiC2sVSEb3Eb6P2SuLX0cjK6VPXJAXRnrWvheAWUcC8R+xXu28LRQncN4Lm1GnN6n2heA\nNMJruN4OSJSo12P+apVCvZ+1UNh+AOHMGQJWKs1WOaCypaDCAp94Hh6+PTKgwiJJbdwwWpJbTyUd\nDAb+FMs8z71ZyDYSiWpcMYOO05MyMdev176q2t9Vm0eJmMzgqpZi1GntBdEpjPo8+5vU/bhR1qHe\n8PMQr0LkTReNxg2oNsXxaozEfD5Hu93G9evX8eKLL+Ly8hKj0QjD4RCTyQR57oKWCDZoPWCaXmrO\nrxKOdk50HbkxmUa6vb2N3d1dbG9v+/t2u128+OKLGA6HnnlwPJubmzg6OsL169f98diu2upY1q9a\n0p1gaTKZVMyqgLOcZdncrw3rXvDZHL+6QdRCwbHa2A3NDtD1vorh0y2WoteUQLqqsX8MulaNOqWR\ncl/SPeKaq58AhNNbNfNBBbDOhfYxCJgMduhcG1ZtnM/n3u3abrcxGAywubmJ4XDoNcvLy0ucnJzg\n4OAAWZah0+lEAqfRaEh8ltbvqGrrfG3n135HENxqtXw8B3ka+312dhZV5XX1D2ZoNNRtGQB86E+Y\nl0Brbq1Is2xMKVYQGmglxAGtA/naiiLHbMZKwSXmc2YnBS1/uVz6sZOGyYdC7EMIiicft24P5X06\nv2FfBP7JInxMsw4Wqg0wCH08HsspzrH7RJ9P4KAulclkijt37uDg4MDXShmPx+j1er4yL/cvLaPk\ni1edWvpq2yMDKlJNF1gDNRWd0ZdJoiZj+T//5yY+85kCRbFOwIcNEwjImrmq5lT9rdXSbUub465G\nkOuYc7aytNjrtE9WWGq/UpokGYntX8pKof3g9RrfUPVfx4BCGb2ibW4K9k1PJlTmZIPdVJO34NDO\np7624IqfqTWMwkNp7PLy0mcA2CBSRv7T7UF3TZa5GJ8f+qEd/MIvdCv94P3VYqVBlFkW4lE0MPNB\njDlo7FULEteCbjM9QOrB7Wrz8FX0rvS6jk6o0WvQqbXQlSV8jEf4PUHYIgIVth9qmdFnq//cP6ks\n8eEPn2GxWOCtb114l1e73cZoNEKj0YjSobmW0+nU+8B3dnZ8HRP+Wb+73W8pS5sdC/9b661a8ggw\nCdY4fh54Np/PVnFkdWhgbKxUaIEnZz1QV4cKbSCAcwK80N8AXLT/qZZS8spyiVqtWKVeZ9HJ07TO\nAIhc4A5gOMCofCjVUgpjbDWB/15BCfvKk37d767m7bo3lW9OJlPM5w4UtdvtCNCyRgrnW92NfK3u\nnNR+1HE+qD1SoGLdoClY1D2gTELrwhN4fNu3vYSbN2/iv//3tkGfJBJLSM5HG/sAs+g619RXFwOE\nlDBn00W+anM9jNlq3aa0zOnPg1blrhUtzj4zRO3Hc3qV1YAblOZhAgp1ZbHZDWQF1bp+Aem5Vuas\noILWMIID0gJPU2WEPxkZQSyzPVQbqtVq+KEf2sFyucTP/dy5H4dlLBSmBMYUXprWya5bKwTHr8xJ\nmQo1MH0Wx1oNSK7S8KttKRpnu4qu+Zma7/UAKdd3giQACO4Rp7HWURRVN59tFLLlyowfC+mYzvVe\nH/94juWyjb/395y1od/v+3oPNvBuPB5jNBr5M2IYXE4tN3YnPdwcpywVQNgXvJ/yRgbkapxSDCqC\nC8/1JYetmunGFHgdrUW6P/kMtRhQ8Qv9j9c/BT5TSocV8HkeZz1oTAEDTDXmir9x6ZcuSDgeWxUI\nX0X/CqCYru3WNWQm6fk22qwVV/csaZy1UQDgzp076Pf7mM/nUap9ah+rkvMgYP8w7TUPKtZNgqJ5\nTpplhAAiDY8mMcZLuOhtRkJnPrDGEi2ZfDAraw8ts/GvKv3n+6sY58OCi6gHgvjtte4eTpt9UB8e\n1OL+OED1MHQY5qxqNnX39a8qmpgev0xzrQZ9qeajtUk4j9byEvp/Nejg97ru6lajv5Lmx263Gx3D\nTvphXQrVkFUTUb+7jscKB/6ReVRBb3qMFlToPd1vc5TlHIx+L4rcM2V7T/ta5+lBzdK0tUqsA5h2\njXQuOG+OHlysUPipgoglmKZqQRT7orRCcJJlwT/uQEls7tff5Hnm3Qvb29ueRnkkOn+jp0yybgwj\n9LUCasra9qB5t/PGe5FerWm/LMsKSG82m/4AOAfkFxIXYONrqlk4jJ9wPHe5OjNk4Q++Yn9oLXF0\ndrUSkKJvAiRr+SDwrNfreM97Omi32/jIR3r+PuFMKFYCzpM8w1otUgLYzUV4PZ+HQ/vUOqP8JrW3\nLHCyrwGgXncy7tq1ayjLEq+88gpOT099LRS6N7R/lIc2Fo/f24yWh5UJr3lQkWrKgNX8rZuHwYK6\nkYlYGUSl6XqpSecffdUPM/EppmbvC1zt+lDt0GpXNFVSsPO1DbJi+qxlpPYZQLXKoLZ0/xnQGpvU\nUsDIfc95UUFXPbcC0OyUsLl4Ail9kkFbz7yJU4OSVMvTOILUeOwa6NyoGVFT8ljqOM9znJ+f4/bt\n2zg7O4tO85zP59ja2vIppI1Gw58D8h//4wJFMfT9Ue2iLONgrgAK3DXt9hYmE8YWVJmQjkOLMSmo\n4HXB2tJYu/5KB1bwmiv8GqUA3bp7XvWZHU8KaBWFK4I2nU6j6HneS33IFGRKDynlwR2QVq25QnN/\nPE0hwLgo3L2eeuoptNttnJyc+Bgb+vOZapznuY9z6HQ6mM/n6HQ6XhixUqICC/bxYZi/AnICFwam\nK0C/uLjwmm6n08Gb3vQmfNM3fRM+97k8ojvOTVXLjgsRusMFg1WYsQU8eNAFtk5XJ3Ba6246UJxN\n11b3CLNoWCyKa/brv75EWV768S6XSz8HWqqcgc4q7K0rUfcpm15PAOViSpa+f1YxUT6cUiaU7xGA\naPn9ra0Gbty4gYuLC9y5cwfdbhcXFxc+dZkBv7SStVou9Xk0GlXG82qAhLbXPKhQBpVi/PxM/UZE\nq/bsDIIH+hhdsFz1lDzeXxmX7c/D9j0g2vWuDzYS+HA4Qr1ei4oq8XvVVtVUphUYAyPFSrsI9+dc\nlWXpI4dpek31X8cc3leB0FVjsi4hInk1yVefU/X1cyPqyaxcI00r1blPgbh1/bS0psyUsRQErewP\nKxHSXEzzcVmWPo6CGiLdN2Wp57OsL1Md98OVRHb0W/cVYN314bAxq9VZetNx6d86AR+sHG7tAtOr\nCn373Kua/Z2lMb2Xfr9urvSwMs04sPfToFX3++pBbSFVMmWqJrAgbYRKp86v7+oSMH241Wr5fcZn\n6/vFYhGVm9/Y2MB4PK7QvM7rVYKXTTV4Am61ENAtweDXsizRbrdxfHy8EmalpzumeltLh+sToILQ\nxeBAeJQ7cJAVIp2LYY4sQxQQrOuaUrgsPdj5YNyRC17O4OJAgsIVA2LdGzGASD0vBdz12W6NGPxY\nQrOK9D7aDx6aZxUYuy+1uB0QAjk7nQ6azSYuLi58uW4FoOybxp1ZsP+1AArgEQAVDzNwmxOvG2e5\nXPogTV0oosC3vnWK//JfNpOLqoxG28MKKl6bYrIpBlmWJcbjMc7OTpHn+aqexnZ0MBn7TVRKX/ts\nNgcFtp6Fob5/zsFsNkO/3/fpjwcHB2i1WhVgQeDyasdumQI3Mb+jlpQSeHzmcrnExz6WYTrdxo0b\n4bfUeoA40FP/Hgb4KaNIfa5j0eBKNV/O53P0+30Mh0MfoMm+s9yx1RbV6vKgebRakTKKxSIci57n\nWYXhB2aYBuJK2ylGnQJ89jTIdYDCvn7QdevGve5eKbBArdOt/wLzOSpMvCgyVCu5OpCwXLr0P86n\n7U9KqeGc8zm//utLfPd3B8WGjH84HFai78fjsd8HPEOGZnubFszxP0i7tIJRYymshgy4+eGJqQD8\nwXju+lDELvCR+ORR95h4/6rvPqQCk2ZD3Z9URV9deztm25RGAbVwhjn6wR90FsKf/ulbhteUApTT\nlmL7LBXsKV6ullerjLl5CKXltdBiat0UDKhMUn6slidm21Cx5H0p59bVqngYPplqr3lQATyYAXHj\nUJtUZklErpqtor9PfGIDrtRw9Whl/p6/s9+5Z2hf7IYDqO3YzWEJlMxpOnWEsVy6anz9ft/X4mea\nJjUhZWh6XwVX7r3rR1mW/nQ7JeLRaJRMN2U/0pvajtN+nwZRqj2r7zH0mccZA2972xyvvHIHn/tc\n8BVqdULGyNAErsegr3u2nafYGlAVugy0VNcHTYu9Xg+np6cYjUb+WvaxVqvh8PAQ+/v72N/f9yea\nZlmGjY2+16rKlQVANUHbNzbXN5dS5ypwIqJDtXqE/rv7c87VXZiaH6X3FFBJvQ7CL2TZsNJmtR5B\nOMo8y4LP2WqB61xyVwlU/g9KBtNJeYqmzqe6BXNkmSuyZX3gqedmWcz4Q5yLOxCvLBt45hkXT6Np\nsKzACQD9fh/dbhdZlvk4nc3NTV/MSCt5ck7XAarUe8YuaE0VuoTJM3q9Hi4vL8Fy4zdv3vSnBLN+\nSsxL54gtjG4eLYjR+WKfSUtU9pwlmYXVyivXXcfOe1uN26ZJliW8AtLv9yP+HVsf0uus/NE+L/4+\n3Iefq8uRdOIszsFiy3OdKB9szRSVR2pp0IQDZsXxvCG61haLhS+o1mw2PQ3YObBjftj2mgcVV2n4\nKgDU9E0CCKWz5xHB6jXudTCJsWlJ03WmqSrDS48hZa2wDILfaelWXsPTA7e2Otjd3fHXW7+fvZcC\nguVy4X28tt/1elwu1vad91wPLqoEaoOAtGncQ+qevK9am3TMFujZ/ylB9CBGbL+ztKWZHxwfNVAC\nPbrcyrL0h0fRBM5iazH9hBgVu+EfrJXGx567uQmuQPqPyZCsfzy1XhqXcxWYsHRGQbJcLnBxceGz\nVBTwxow8zIEGwRLAqWZl6WgdPdp5IrjguNxt4j2Y8ptboWaFmQWiiZVBUbisjsVigf39fZyfn2M4\nHHq3BvtEdxjph8yfLjYeAmXHdVWz2i6tbHyvIIXFuMqy9AqZ0h77qvvQKjH63LIEsiyUiNf7hFRg\nlqSvrluav6x3iaVaWCNnhWHpcxtA7Z535VQ+pOANCoEKfLcvl5hMxv68JWsxCPMT39EB7gBAeK8s\nC7E2VWV0Glnk+Z2tpKr0q7T+aoDFax5UALEZ3jI0y5j4GRmERbR2IikUnU9MNaVgoiLB8NnW7J7u\nc9X3m7JO6BgpCBhIqtfMZjNcXJyjVit8eiIJIwCHVH16d+/ZbBadR6GAaXPTnhNSnX/+jswDJrtF\nrQ/6386XCpO0BuCfitls5oWTMjn9ozDS+JfQzzhQLzUuvdYKCsuYuTZZlvnCM1rYK89zTCYTZFmG\n7e1tfzAThUS9XseHP3wmgCX47nWtrMXB0hXpVmMddO215HNsAo9BAJ+hZmoFfOuaBRO0HLljwC9g\nhXfqt7bx2apZt9vtSFG4ij5TwpeA0AlnwGqV/K0yWfe6akWxjNzGWQXewODuOsbjMZrNJra3t33x\nNo3QH41GPvODhdX0HAfOsZalfxDzJ81z/Lo/dB6ZiqhFqer1Oj72MaAopj5GRa2CVjGrWsaoZARe\nx31qY1iyLK5oqnN51VjXKZn6/nu+p8DLL5/i8nKJbreLxaK4UoFZPblyz5SsWdc06DPmKxv+sDYA\nUfqqVQb1tZ2Ht789nNrLddGmyjNpQLMiUxkgX6u14pEAFRZJxdpeFqFQ1XAUXPA1TWKqLRJEsIxx\nWYYjli0YIGpUP7YSgG7A1EKmmgU+m5ub6PcHcG4Ap8nyEdR6qP1aAaGbh0CC5tmUlkdtlhpMiqhT\nfbVEqBkGBGQ6JxoQp8FDFIoWWJRlOJW0qgHE2hDn4CoNWzWn1JhiDSa2fjDfneCiLMsIVCgDXywW\n3k1iAY/1j5LerOBiKXUerqW0HuaKQZQL6BkMOp8a1U6tPbW2fEaqPsI6ZkNhNxwOvVnf3QcAVPuH\n7xufnbq/25sLLJcu6GwwGEil1E1sbAQ6tYB5Ha1mGVON61gs5pWxOLdIAJxBYC78Pa1J3ykLZWXf\n2b+NjQ2vIfMQLwULjGdgrAUVCk2N1yDtde0qJUAFCudOx6pxHhrDoeDBWigU2KlSxrMulIeoG8z1\nI66kG+ZQ6Xp9u+p75X1FUfhsh7OzMwDHkSXO8mz32cM/S69RnsF1c3QcEgP4R4tnmsem3TF8jrXY\nMo6L49aUUuXl1o2i66xxNq/GWvFIgAoVKHwftL2godrAH24c3SA8sbQoCmxvb8szeB7C+g3CZ7v/\noVgJ+6bPYx+pfdFHCsSWAh2LK+c7R7PZ9EzHEUj4HoAvoAMABwcHUWEZ9vHevXuVMzLUHAw4psNS\n1xpnsk57UHMtAM+wOLfKeOJAKETrRROo82EXERPjb595ZoaXXjpHv9+PmIEyQ91oNB/Td0wLhc53\nvH5VK4UdM+9JkMBU0n6/j/Pzc1xeXgKAf+5sNkO73caTTz6Ja9euIcsy9Pv9CpNlsyDDfR9O42TA\noFoG1BpXFMUqBmcGjVMgIOGz1FphGaH6fa/SxFSbH43GGI2Gcry7KxrHQkJWS6XrwdKT1QAdnYRK\noYwp4hjoStIzVx6mNZvBZcW6DG7c1b246iFcVof7TAWBA8sxzajywDn65V8eYbEA/uE/zLG3t4eL\niwsMh0N0u65yKks4j0Yj9Pt9X3V1e3s7KpzFtVkHCHVtgLjgFVMtKdCU1obDIQaDQZQxMBgM8Na3\nunig//yf4/1C4JrSdmOQUVYKtbVabdTrNd+/aj2hKl9c9wzbrDDM8xy/9mszdLuH+NZvfR4XFxdQ\nULGOZqxicZVF5Kq+cDy6pzc2Gn78CjxTShyfY1OJFdDdunULZ2dnHjRmmYurGAwGlf41m81IKVpn\nWX817TUPKqwwYNOJU9eIbu7U9RSMrF3hFspF0qtwS2m8ygT5tTIkBRNEkQBWIOVqsx3H4Zg7fC13\npgqRUej9VWhqnAEtMmFuQtqdPViN/lYLSlJzqJkXKpCq47FIG1B3SdC+4qCusgzzSQ1Yz0AgINES\nwwRb1hwd3/fVMSkLWLUGCjVQ0pA+azabYXd3F7u7u9jb2/NnOfBI6VarlcyJ13lhkCqPuOd3qoW5\ntXDzUq+Xok3OBXzGJ5Ba9yGbtVCta6QrprBZ6xMFtApgMvLZbA66EllLQAWczn1R1KDZF7q3+v3+\n6kTGFnZ3dyKt62Gaav/V32Vwx6vPo3Ho3KcY8tXzFmidrhjGSrAftMYxC4RCQgUvn5MSbOsAMf80\n+p+fEdzawmta7dNZbuP7IUoNV0Ec5tDRbvys0K/YRblOwFtw8SAtOqXZczzj8dh/rq6Jde1B31/1\nHec1KEjOtVmrWSCW+m2cEcJ9Ik/2LsaTkxNPQ6qo8dkcZ6qy6IP2+cO01zyoAB4cnJRHNLxpAAAg\nAElEQVSKbdB4CtXGqK1Mp9PVWQ37yDKnfQT/djoQc52WoM9SoqCZ1KYPXbVBnOburBvNZtNbV8iQ\n5/NZ1DctXTyZTNBut1f3qXkwwusd06ojzzOvxahpTPuVAhY6TqdRlgD0NFL/a5kzggVu2DA/FKAE\nHbxmsVig2+36YlF2M6hJVi0NROMpTdwKkatMfqqB0tKk6aT2xElaD2azGXZ2dnBwcID9/X0ALrCq\nXq/jN34jAzCGMl7ti8aJOAAZapAoeNQxLhZBO+X6h3FmEf0TPNg5sJqmzrPOLTXZwWAQARxbhZZp\nbpwrjoEHTbkKgKPVs926h5iZHI3GRrSf1SfPioWLRW+VAdX0FkA7jnVNY3msObws0ym2ShPrwJmd\n1+///tYKGJeRdYpnNrAv1Oin02mUgqzC90FjsuvF17ZGga4Hs+JUQ59Op/5wKvhzPWLLlvufdmNl\nWXCJOCtfY1UQagGghrJ0h7wVRbUYneWfdk2r67IeADBt+DOf+UurgnSI+ABpYN0c2v9XKbTsQ3D1\nLDxtuTTzejRWdy8nZ5Ql6X7QxmdfXvYwHo8xHA7R7/crIIFyTa1Fuu7rspq+lvZIgArbdFKouanv\nSoUfzZ2ax04GWavV8M3f/P/h059+A4qiVmGQ+rxAWMH/5+4/95uJTGo6nWG5XPhMgRRAseMA1PTl\nTkLl/cigy7LEaMQCKDk2Nuo+ytwdaOXMmdvb23jssceiyHKg9JH1Oh6dk1Tf7DxoXIPz+etmQUUI\numcthdjn0Vy7PmDFcNxBRvP5HLdv344Keum6KpO25Y012tnOqzJQO1a77jQtMuODZvcsy/zG5gmU\nao34hm/4BjzxxBM+/Zfmx42NQUSXOrdWw9EgXGqzi8XCH5REoUvTNhkZhZS7j2NcWlVTzeB0Dylj\nXgcoHH310Ov1IgDAkt6Oppy1QmMHOFa3L12p4TxvYm9v16/dcDiMgBB97xYAsR+0NHa7F+h2L1Cv\n11dVKbehcTza7BhJIypY2U+CIu4xWoysZUXdoZZ2aFXREu7D4dCnPdPKRSDIst0E/nSn8bAx9Z2n\ngF9qj2qNAvJIBl0CiCy1dJXM53O8/PLLK9o4jkBI9VlXgR235906NnwauAOAC0ynJWq1OuxhdQpg\ndb3S4D9tyXD8IRwFrnyZbhkH2lwGCnl3ZQQGoOnndi6sa4X8EUDkRnPfhc9U0aHSSDc8Y4B43xde\neAEAPE9ivE69Xvfryv/qIiVPVKDKvW/n9WHBxiMJKnSxU4gcCJteCYumIB6JzrLKcXvQxFqTelxE\nZTKZrgRA8CG+Gj9WQLJxIA3Hs7FR98I2MPzLlT/N1aFYLkt0Olsoy2BGI0GRmKwFQj+7CgSFTe7A\nk8ZEqFZMi4+NhXHfTzGfV03cuvkYG+F8khtRRoxl7Nw8V5mL7Rw/aHwaq6NpfuovXi6Xnn6YG856\nIuw7mboCMgtu9D/HoOuu550URQ1aRlo1evaXwXFWo6LgjIX+1f7j8D6myzzP0Gq1VkKPLpvcWw50\nTvWertrl0jNEHssc4pjStMexanwSLY7Mx7dxS9oHpUF+phH7LFDkfhdqB6SslvxNcG0U0Iqmy6Ur\nk8/yyGVZegWDvIr3m8/nUYYThQBfp8ZyFeDX9xr9r4GaCjTZFy2qd+/ePfzVvzrE7/7uE1E57Zgu\nHGgNr+OmfazVav448NDHGOjrOllgUaXHqqKgPIEuLNK3uqXddzlW2NHf60HAxo5Lm4IKgjC+1oJU\nqhCEfe7mggqV8lJ95qc//QZkWYa//bdPkOe5j8ehIkFlS39LfqPxhuv448MCCiDY9F+z7SMf+Ujl\nM2X+RVH4GgBkUrow/X7fBzyWZekFhDL2fr8lzATy/9U1EjAZkvaVr0lE6+9R/S6AFnUVBP80LRvq\nwlGry+te5zTDr3710t/Hzme1ZZVrLbGH517V4vgTjic9v2GuDg6Cf5BBbUT/9Xod+/v7npFyY7Gy\nHGMxrGWA7UFWGb1vrVbzB4JRCPV6PR8syt/QknB0dBQJbd7v9u0F4pbJesJr2ZaRliV9wQ6oBQuP\n1rkIzNH98V7hsCY+MwjtYHHj2RUyQ9FvSGPshzJG0qDS2IP2jtIztVqNtYhppvp7ape6vso43dyl\nOpHaWwpoeU2YW9sf/U3oj9KPG8/hYfBtayA3s7EUEDOriMDjlVdewS/+4i/i4uLCZ8GE+C/3rA99\n6EOJefl/fPH/8cWvnS++//3vr6SqptojaamwTQk0NjXFr9WqQYFRliUGA6I2Mpb05onXoCqoypKa\nyJ/HZ1XFgTGDVU0rw3y+iJhJYLK1yn10HA9mDkro6y4u/fcM1gvPUEbtxuX6yDGm+hA+YDnrsiz9\nxmDhLqvtW63i1aDudc1aLPheffx8Lq0/tFDYOVjnh1d6qloVgECPQdiWpQIQVxvA9rsss9U1jBXi\nd1X6duunjNc2aj0Z8jy4zlQbe7B1LxYA8TQ4UFMU8ODC9VP7nRIgtDTQdbbw9TkC7dhePEjHSu1p\nNzeaiRMLQAtIw56xGTVlWfrgXcub1BSuFhnyK7VyrWspcKz/7bj0fnb/2O851ofdWha4ur8MQC4u\nATwUr7RDTr0PcWsOODhBywvDf91HCiB5n5iH6XtrlanKG2YP6jXK7zgX4XU8jnguYvoP14QMPdKF\nKjfKF7Wl3q9Trh7UXvOWCi1AAwRkz423tbWFN77xjTg6OsLh4SGOjo68iXo8HuPZZ5/F888/j+Fw\niGaziTe+8Y14/PHHfelkAPj4x3MfoW79YwAPvgkR7oGxBs3Q+XrnaDQ2/KmmALyZ1xFAgXDwTIy+\nUxvZbmoV1NxE8/kCk8nYm+bZtra2vED7F//irwEAfvInf98TaMgKiTUcFdKWKdE3yj4xF9ymTAEh\ncGg2m1VKxIa0wbDO7Bevecc7QmT/cDjEs88+i09/+tPIc5ei9x3f8R2+Vkej0cDFxQUuLi5w7949\nfOELX/AuISJ6NY9aH3EARaHY1c7ODra2trC/v4+nn34au7u7aDQauLy8xKc+9SncvXvXx3P0+31s\nb2/jW7/1W/HN3/zN/l4M5qzX6/jVX51G8Sxx0GsseLT64Gw2x3w+8z5ymrGpUWxubkYMYrksMR6P\nMB6PVyXri2iNNfCU96HwStElEM44UfMtA0Y5BtLYT/3U76+epWsc07QGrlm6I3C0FoKUYNTW6/V8\nfNPR0ZE/ats2K8DLsvR0ynm3QDLLQgCqanr8Tk9GzjJn8n772zMfKK2Bkbdu3cIXv/hFnJyc+JiJ\nzc1NXLt2DW9605tQr9fR6/XwxS9+Eefn5z52h3E1qTGw0ZrWaDQ8rzs8PMTx8TGOjo58fM5oNMJn\nP/tZfOUrX/EmdPJEFmybTqf4vd97KgId+mfXgX1SSwn3m2aq1et1bG1t+Xvkee4tNLxe6TnslUBH\nKb7Jcbg5qOHi4twHFVMMZlmGvb09Dzr/+T//awBK/NRP/X5E/3asqawJvqe1wMUzLH2ckZ0jOw/8\nXO9v5zY11295S9e71YbDIb761a/ipZdeQp7n2N3dxbd/+7ej3W6j3W6j0Wjg9PQUl5eXuHv3Lv70\nT//UW1ltPBHvzyDiq9ojYalIMV6gisQ1VckKEfrmO50O9vb20Ol0kOc5PvYxIM+BjY1w1gdBCe9p\nhSL7QCRLQZDn0yiAhppt8G9XmdzDoMMqqgx+PzKzUHwoi8yY6xAv378arb4sYyYCMGUtBD2xv2Qs\nPAa4amIP11uAAwAf+1iJ7/7u3PvLd3Z2ojRdPkcBoN2Ydt6uQuaWibBpNbosy0x8Q+EFEWsM6D3U\nh630SHrRftsIcTKh5XLhgY4GJQMupiU2u4ZARn6+7sREFYrqW18XgMgKjFtbHWxsNJBlqbS36CkG\nNK7XjJS5xnE/1bsq6NU9SPP+fL5Ar9fz2Qc2eNMCZ86ns3LQfQK/buyTBfoB9ATrJ1ue59jaavvf\nM4NrPp9jc3MzsmiRFpSmCA5SGmfKuqBzyNfsh/ZPaY40qXPPQ++0CqwChbgSpD4rBMXzuSoobawN\ngTb3iGZkrKcTZ+ngkAlO3XPnHnQr37X3KcXCxbig5RI+VisVD7QOzKbmvtFw2XX6kyoADGPQOVJr\nmAVVqoTwEEgb1K38hU1fK0+0QCkFvq9qjwSosM1uGhukl7oWgGf8PDzLbezFapFdiiRzqbkBlZlb\nZqRClARJbV43krNOVA/aSbV4oa82N5Lxsr8cU1ygJjbXXfXMdf2yoC58FogaCAFr2oqiKiDsRrJA\ngPcvCnhtz6W5hU2mACOlIdlNpP1ONTIpCy60aIwKe93ERVFgZ2fHF1PjdWoVsX2nXz3PC59FQ4AK\nIIrmdpavmAYd0Fh6EAvAM3Vbte8q4JjnudfSq0HLwYzPPz0fojqf6XlWAcyU4tT8A87txfgBWllS\nfQo0GX7nLIeuNsHl5SX29vYi4R33JzSCNgYYu/FlWC7XM2/Srg2A45yyqBwVFAI3HhxG+mK0vgWf\nWqjIBmByPBY8r9OsVbBx7VQJYb/q9boHFeRhvL+7Zx5lbFStCVqXw9E150rbbOYOTSuKGur1mgdf\nqTWOx10NLCbtNpvxYYIxOA7/6W4LsiPwz3XFoSy9WH6pWRXrfuuOOl9GMoNAjTzQ7qmQDRJiaX77\ntx/D3/ybr0TPVFrguBjjpe0qiwu/f5j2yIAKRbGWUWZZME8qgg3anluY/f19HB0dYXNzE//pP5Wo\n13NsbIQIcC56ntdWqZrLKLDHghe1bBDpM5rbbZq4IBP7oRkROj4d5+pT0P/HjWFlYlmWXktjTQQr\nWHkvK7wfhMRJnEFg55jPc6/9qcBUbV7HoRqIvc4CCb4uV6bOoggFi2gF4Jry+YGJxSWAq+NfL1iU\nEWs0PNNJCSxo6qTW6SqguuqHjz32GHZ23GFvpIlWq+WZbZ6PPI1RM3UBXTNvsi5LN6bJZAoXEBnO\ntNES56S7er2O0WjkT7XUk2aXS+dK4H7QddJ9RGvLbDb3As4yH8bttFptuPLD6wBy1Spko/3Vz27X\nQUG8WlxSdGLXsSxLNJubqNWKyPW1v78fZYXp/ZR+CcS4dgRufEYAwXnUT+U1CrYuLy8jjZLrwLXe\n2Njw1UKpjCiPI69hH/Q52ieleVum3q6Frr0CcablHh0d+X02mUwqfCrLUHmmjg0IaavOwpbu08ZG\n3QMb7mcF7nadtGkcwWAwWO2Pwisfav3gftZ5YAntosihxwnU6/XVvl6gVgsZXzpW17VwdAJWFUZb\nrVa09poZRHlAwB8Xdws0GcaNCEjkeYGNjdoqRs6twZNPPonhcIizs7PIdaR0YeN5rNWCc6Nrl3Kp\npdojAyqA9YTG74BYQ1UiXS6X/mjskPJokVuoqZAKuGPTjU6QEJsJ08Jb76NMju8fZIaipqdFacjg\nWOmR8RxVTfJqf53Or/2OY3RzmoFHSAeQVBjmY81qMYqOnxFbfVY9iQCU+pKt1mY3glocON92/XSs\n6+YZgAcTVihxLOyLxjvovGg8UJaNI7+qdacEZl+iKHIURd0zsiyrmpS5Lq4uRF0sPsz4cAC5Wvmy\nSnfuOQsfY8Ey2Jz76dSdjMi4GTtPuo42XqLa1lkqAnDOsnDCqPqgV0+94h6ln3OOZTweeyuX7buC\nK36m9BLGpTEi1YMNbUR9lmXo9Xp+PtRyxHVUOlZgrGCP67UOLAChmJd1N2gjLdKly/lRsME4DK69\n42c5QnG7MjE38dyH9eGhdgWKogoK1RqzXJbeCmfXR//ztaZ0Z1mosKtaOfmVuq2DAhIKQ/Fa1ixy\ndWhc7RCNkdC0XHdeDGkV0bpxXFpHh/fiPAfrTbA0637mPRjHF/a1m1tOBw+g48FvSstBkckjutTX\nVnl8kOzR9kiAivUabTwxFPbWNK6bx1YWo9bFExwdDwsV34IlItRjUBRoNxdz3dWUbP3VqXE8DLiw\nWp1ey/eNRgOLxRI8KCn086oZTt/f9s8xwwI83hjAyvxei4LXOGYCAwrFFKDgI//pP73utRea/rvd\nbrRRq2AF/jsLAu141o01BbTImC3qV9dHCmTqfJGxKa2okFRzKYUftU09p4H3tIBCgZO1srCiIDV+\nx5zCgWJcFzKswHxoKZlEQYesMRDmKu3yIONLzWtq3eJrqusTAILGbsTg1dJpAEnhLB4qCxYsK21T\nYAXGC5nrOGC0LKuxL3YPz2YOOP7Gb2TIshne9a7g8lCLE/ugaaax+xKyZlW6TtGsKlJqFUwByizL\nvEtGLSMu+6TAYqFlp+MqtrbR0husaXPMZiEuSS0wHE9RhDRPC/B4T/aZtBgsWKFonFqq6TLUGjHO\nQriABspnWaD3UHem7guOjUbDFVCto91uyf3S9Kfr5NwdoRaIAyUpUFHdJxC3MHmkgkWOibE5sTyr\nxoallCrt/zpZtq49EqBCmx24mroZWJTScBTBZVmG7/meHNevH+LDHz4DoIcuBUZB8zO1SfpQtR9q\ngndgBv5ocgBR0JWCndQC2sUPROvcIGqd4PXOLxtOPFRfqIx+7RyuE8DaTwVT1FZnsykajU1MJk4D\nb7VaPgBLffB8xo/8yFEkZHl/Hgd9dnYWmQ35Oz6fpnwVqmxc9+pBRXYe0zEVVnjzTw8o07gFnvmh\nDNKVn3ZHXVMY84+Mjud1OFoLBzTx+kbDme9TbrZUo0BQRkYaAQLtOe1u5k2+7uu5XLfhGelyCX84\nEdej2WxiY6MBdyJqbE52DC9OJ+Zn4boYNBBwyS8qgg8IliLuMRcHABBYpOalLF2hKdZgcKfIumdY\nK4d9noIDN7YwLj6bDJ78JCgtgfkXRYFPfMKt4Q//8D7G4zEGgwGm02lUEMsKIjYFiSl+oEpSSigp\nOKDWrKBFlRtad7S4WyhJD1+xkTEY5C927rBK5YwLEDq+MR6PfYos+ci6stGqbS8WCwwGA4zHY29p\n5vW8L9dgb2/Pg+OiKHy9BsvfFAS6MeRRgaqimPr9Tvdmv9/Dcrnwxd409iKsYdXammXZKtMlN9+F\nWDjSJPutNGABRQBibt1Z1p2WT7WMhlL+i+jMJqUfBd/rgGKqPXKgIqXtcEHUn5b6HSdXGbHeR5Fb\nACEMjHPXBWbvtB9HoO479etxs9oAHrsZ1wm7NOgIpjC93CHihdfw1c/G61fvKve8mpgCkyJIc0zT\nxVbQNGgDF1NaNdO4+BnNmN1uNzq2lxtaN5EKcqvBsOlv4rHH4MiiejvfsVUmMGcKNQWr2hc1cyoQ\n43+aXoMWwdr/4QRZ52uNwYq1AKlg4ffst/uODIvgN/ig3b2Wfg15v/k8AFGuAUArFAHVehqJ51G+\n8W/i31rQm1KQLNALnwX3X+o3ynTXt/TvAe5DzTLgZ0v5bVXAO83SmasV3I5GI1/AiucNqYBn02C8\nFI0pXwr9rPZd541KDPenulni8QZhS3r72MeCEkN6VIVNLWS6RtrvosiwWABZVq4ORlxGlYarwCTe\nO4vFYnU+U3BXEKC7vvC4gJq3VKwD4wouNMvDCeM6ZrNptK/U5QoA/b5LT2212rI/0xY2Cnpa/3gN\n5yllSUitqc7N+9635+Mzer2eXw+dd/vauj6s++NByta69kiBCt00QFrwqsXC+ndZfYyLGle2U/9V\nNZBF0R0JKjAVd8IhazJY5hb6eXVwJPu/Xpsmwwv+MoCnh868uZcC3MaMrOOzqT6teub7rNc6Iehq\nbtRqweyY6vuP/di1ijmXNURGo9GqvkAIyOOG5LOo3THnnNfpmlT97usBhW4iy7B1fPo6xVD5XIJP\nanP8HYFGnjtN6B//4xLj8Qyf+MSG3F+BYiggxrHR9RZ/HzNd1TpdXwPwzLICeV6iLJ0veLkMQcvT\n6RRveUsXrVYLn/xkx8de6L2UIRWF+vWDwFm3Bz0FRfSg1jbSV2y2tb/ne4JXl57t6PJtb3Pj+c3f\nDGyuLMMeDenMavEDfvzHr+Ff/+s7AByzLssSP//zF9KHUGU0AEIe7x4rIACfV3grk1roPvKRHhaL\nBf7+3594uieAViCh4+a9raBWLf4qUGHnX+tlWN6mAJo1S2q1Gp55Zu7nlfPveGS1GqMdS8xDWYzN\nncnBua1aq0IjgKcVk/dS0OPWxSl0rVbzSvrRubGtKHJsb2/j8rLr+6Sae9jrc/R6Pcznc3Q629ja\nqkXAM4DUACp1nSyQuBr0VoX8z/3cOZbLJb7v+zYihUMtR1xH3p9jVlDJvxSo+wtlqbALYxdEwYM1\nHevvxuOxP1myLMuooAyw8MzBnlmRJn4NfFl61wMDnSyYCEdaxzXf7UZICb1Uc/d3QXmMuKZWr0ST\nmsvU/KSu074FH3DIfQew8ofWK/dKjYsE3eu5E/d4rLt1V7F/rI1AUKFzaq0SfEYKeac0AEtT9rW6\nQdhSFjBuWmaF6Jjv3r0bnSKbDriLzbP6vfqwU4HDnDf228Z2aHNgI1hzFosFzs/PV4eEtVefx8xU\nARNdNg4IlUJHVVBcnX+6DYCg6TtAtS6lONVSYCN9HWk096CX1ofSx0rQ6lGNjVHtXQVmsEbEmUYa\nyGc1ZaUzPeBL51lTIbU/64RumNfYbK60b/84PgXl7Ku6l7SWBfvN64oiCFCnVFUD/9btP4ISxiSs\nV2Tg91O/3/d0xv7Z8bdazag+zLqWph332fa2C+Q9OzsT96BaGrkXght2a6udegq4n9XaWH2+KojB\n6hx3MaZPnWfSI12uXFM9SEyvZyaVghyVbeus++vaIwEqtKUIWE3EFFKMhVBGfn5+jnv37vlqY4PB\nALNZOLqbi0pGkRIs+lzLgLlp+V3QWkIKoNVS+VqRZeoZ9nX4XVW4KnK1LbX5UgBMn8F7urgS98xa\nLfN+eNXUyFx//Mcf8/diBTe6PGgOtr5dTecj+OC1/X7fX6dMWc2U60x8Om8pNK6M076na+KqWJ2y\ndOeB3Lt3z6cwzudznJyc4Pr162i323K408g+HVkWV2XkPHAsSosp8DmfL7wrSvvkrgnMSce+ubmJ\nP/zDr8diMcdkMozmCgjWnyzLMZlMPWB67LHHALjCW+voByAAoytmPWBImc1T68P//+SfFB5Eu5Rc\n4JlnZn7MtMLcvn0bv/d7T2Frq42f+IkbUTxTWZb4sR87jmIF3vveXfybf3PPf897AXGAt7rnArC2\nwZChv8w229py/vkbN25gPp/j/v37FQCpxbZSwNfSse2narCaJcH3ms5tAW6eu9oazJD7+McLsKbI\nOnfSOmsJgEpQ5MZGY6WAhOPtOTa9z2g0wtnZWeTuDII9HF8+n89x7do1XxU51eJ9kKKt8NydnW3U\n6zXvjuXJu1gdpOf2h7t2MBhgOByuUknJy8P94rWrnqujYMzOo+2vVQA/+tEJ/tE/CnN1eenOLcnz\n3M8FwQXdJePx2Ae58t50KWkc0cMCi0cOVFihZyeEwIKvudG40HoMscZDEH0DIc+YjNxG4+u9HdEs\nBTDEmq7ezxYj4e2C9hTGpP9Tc8Df8VlsVmMK93iwqXrda77nhi4KxzhVC1dmq31SkEBNyMYB8P68\njhaX4XCI4XAYZX5oXyxwstqu1aL0ObEQwNrP9LdKVxwjg7loURkOh/7Y6larhd3dXR/j4mhkUtEk\nsiyOI1GfsWUs1NzUNcfPXXqeTaUNc+3+czRBU6nX6z5exP3GaaHUzgFguQyAfV0GFRCXr09F9a9b\nq6taiukqDen+Jo1ub2/7DIB1MVah/1lUpjvMQTz/apHQe6hbQWmSv8myDO12wx8mZpWRlJKi2RLr\n3CQWPMfrHp9GqmMF4uyjsix9cKYLxq4jz6cetMVrrXwKUL6pltd6PUNZFr4vtEjRRWRpgWMYDIaY\nTFzGTvzcoFVTWWSBsavoZd2ar54c9bndbqMoCnS7XYxGo1XtmOAGUx4xHk98XRhbtyVeo6gHK4tB\nABZ2LvU3jn6CYqsub9LseDz24JWKibpflO+yjymeaNf2qvbIgQogXjyL0vlaP1eBNR6PcXZ2ho2N\njRVR6OKvZ16qQfB+jiHX/LkhyghsFUYFONVxBOJOfR+sAVabduNnPjbgMk+q1hUKBoe6U343f6Uw\nLPte/YTUdvje9s1p0HPP1NZZECioeR0FF7VRzqWa9jRdN8syH3xr186+X6+xxPO97jrLrBR4zmYz\nX4+fbpudnR0fY8MI+x/90WP87M+eVLSokIa3EFARxzLo89Xk7QSpS2Gj7z92z8XnJ0BKAgMEFhso\nihDsW50Ht16TCdNLAzNigGn4TRkJLQuYU4AipSjotR/4wAH6/T4Gg0HlOstsi6LA4eEhPvCBAxwd\nHfm0Pn2WFeTT6RTf+Z2XWCwW+OQnOxGNAiEThfeJzcnp6pq6vupqIK1b4arKDPu2zlW5TtNV03hK\neCjo570ULOtetvOq/SHNBUHINQNUUOv4bXVi28qyxGQyBk/CDdeF5xFQ7O7uVmjEzkVqzq4SnMvl\n0qdpdrtdjMdj77axa8AYNq10q88PvDX0Swu62etSjeCewJ+N4J9nwgDwdTY415Q1DIJXK66ONzVP\nD2qveVCRYvCpwXMz6UQRdVObbrfbvpLdyy+/jMPDQ/ydvxMEcMq06T4vVwf/uCqLLP/7r/7VK746\nnkZEW8ZCK4bVuDkW91FgtLqRgWDOsgyK17Tb7QhUpDcPtdhYeAYAQuCxqDAifVZw8QSXj7tXsLz8\nyI8c4YUXXvDCiXUkNGecY1wswrG8jHehEH7iiScAuMDO+/fv+7Hbs1jo6tJ7phiqzmFqHRQ0KsNX\nl4e9t1oqzs/PcevWLWxubqLRaODg4CBi3MPhEADw7ne30Wq18LM/expWpwxAiiDV/VYDrMpI04v7\nulydBRIYRxzYxrmIg/NiV1+Boqj5QklMiQ19dIeVOQFrTfSBaafqLGhTga3rotYHzu0P//ChtyJM\nJpNI61JgqqBsb28Px8fHaLfbkZDmvW2wba/Xw9nZmX/O3/pb91EU4ejwTqeD39Ce0GcAACAASURB\nVPxNlzHAa/QejoHHgW/vfe8uxuMxut0u5vM5Tk/d2t+7dw+3b9/24EjdKqrA0DpKYazKDMehgFFp\nlu8JXihYeLYHrWi8LysAA/DX1WrV2ht8xlWxHimgY5WNFKgjTWpgJhC7XpZLVyFVy+ErPenzUt9V\n93xwQevvCEovLrro93s+iNkVHnT3pUthczNN61apCeuwQHB/AOqatCCUdS2oEDBji26tr371q94t\n3Gw20el0vLzjfqHbQ+PX2Pg6BTiuaq95UKEtpbEpM9Lo3TwPdfVJLJubm9ja2sL29rYvqa2NWqW1\nKPA59EnZWhCOKbijxpVZukj1cNSv9l0ZgSV2tQjYTbhuQ7PMs84TX2crn18QLG5DqfXF9S2MVTdi\nuF/MHLTpEAgSrAbE96oBMSCLuftbW1vY2NjwBy9xXViASTUeXasUbegcpJicfZ/6rRV0VhhqDQvG\niTCKXqs58nMNrIMJ1gr3Du/dummsSGAyPCo8MKkQ3a2uDFoOtFEwUqCRFjivFHIauEeAnPKx69Q9\naD3sGiitp37PUuQ8KTWl5Skf2NnZ8bST0mS1T8PhEJeXl5hMJv5aBlTytdtbsdWNAX2kQRv3whoL\nWop7Pp97DVgVjHVW1nXzFYRs7BbRwmoKgEgPynPUakDwSL6p85sGsJzL1LrGfUwJ/NRrXR/93rn0\n3Fh3dnai/bTudykgYT8LeyPNH9zztlEUOS4vLys8n/uZZ+FYHsn5IdgOimJwl/Aa7uPFImQFOaBc\nAqjBnQ20xHLpTm8ejXKMx2NcXFx4yw1jYUiLXG8CC5vGnNqXf2FARQplWoGXyhzgZwQKWZah0+lg\nd3fX+1vJSKghTqfTCInb2ATek0def/CDN1GWJX76p2+tNlPVDEeiskSvr914nFaq41L/LkFAaiOG\nObGCXq+N76+AIvSnCiR0s+jt9N4f/ODNCNCdn7v0JxbksgKLY5vNZjg7O/Plg1lvn9Yf3q9Wq/nj\nksnotX8qqB8m2IhakR0r36ugUo3UXqv3ogDmuLIsw2AwQLvdRrPZ9EKc1pjNzU3RotWlFaeFcUwK\nnPXZTBNdLJYR4+A8kfZ4sijHxyPV3e/ckeFcI54zYPtRq9VXGm44STRu632zqXlWLVUB9HJZ4l3v\ncsCy3+97kGqrqlqrkxunO4n4KjO7zh/PCeGaqbVyc3MTrVYLjUYD73ynO1OE/aD1rV6v+6PWf+mX\nBn7OuNb9ft9fPx6PfeYTTyxdxxdsgSh1n+h/nUcF2daXrhYABed03VlLn9Kj8gCCVMsPwufVdTef\nIFjhwns2xhEpvXAPuiwPlxqt+zQFCux45vMF8jzz7mEF73oPS6NbW1vI8xz379+vaPlajC2sAwOU\nY36s9G3nxmVBEVSqUrBc3S/HM8/MVrFPjmcMh0P0ej3QssL4IYJFWqdYH0UVaOUlqXE/qL3mQUVK\n07AMymr2QJgwVnLLsswDCga0cFMXRYHhcIjlcukFHE8SVMbH19Pp1FdOBNI+Y/c/jEP7rMKKf44J\nrvOvuU2sz0pZUrSl+qagJ7XZaWq38xz6HjaKneuUr5ZMV0vocsPTd0/mzZgDAgplaIvFIiqexYh6\nWqPYh5QfOdV0I6UEkxXmer0eLjafz/2hYfRtss1mM1xeXkbH0JOJq1tCn0mBEOaQjC/WxpUmrTZK\nUEChBLjskHo9Dq50Y6h591M45GyBWm1ZmSO3Tg0PVNbTUZUWOa7U3rWWBzbNBFJBmFo3pZHt7e1K\nfI1er/Q9mUx8VUYL5ur1OnZ2dnx1XE3dA+A1w2az6Z9ZFOPoueoL5/gJLkir+ly1VnCNqrVuqgBN\n6YN/KlCpNNG1wX1JtyqtKvP53B9OqOsR1lMFowZorqcFc0XlOr5M7UW3Xm5/M4gyBWatZWs+n/sD\n3QjAqNFzfp3MuLruEfdau932GR8B+DITrOruiftWVSr5LDfmMAfOos3g/zA2VYLYr/Pzc59mX6vV\nomqfuqdpqdDCfco/tO9/4SwVqfecHC6wampcBPq3y7L06X1lWXq/MRlIq9XyZiKWKLZppSQEayr8\nZ//sCfzLf/lSknjYPzVBEpRoCqqMEFmmBZCWsLn86+ZJQdD73reHLMt8GfIsw8qMlgpYDKidAWR5\nnvvqbaxAp3OR5zkajYZP19N5393dxfn5eSRQVaBpIODR0ZEHWUAIiHOloTe875nzv7Gx4VM07XxQ\nMKppX59rNRuriSljUiHAgFF+poGi2mcCUt6TUeTdbheHh4c4PDxEo9HwmS3vepejgV/6pQHc6YV5\ntIahD1rLw2lDCqDIWFgSWDW/2WyxMqvWKuOjsN7e3gatF5PJODp4yk0ZhXqRXE/SFwD84A9u49/9\nO5fm9p73uIDHX/qlgaE3+H685z2dCDwymn25XOLy8tKnRALwQoWNFqpms4lr1655868FggQuqvmO\nx2MfiMdUPB6oRZ5BAEXw22q1vDJB+tTTLLMsw4/+6LHvM0tF05/d6XTw/PPPYzQaReCSfVIQqy4V\nDVJWOtR5VF7Ia1kenO4jnmZL12Kn0/Fuurt37+JNb3oTtra2IuBlY4joelNFx1pYCVq06f6TT6Pv\nh8MRCFY4po2NDezv73vwvk6pYmFD97mbpze/+Qt+Hj/zmb8UVRqmJQDIIqVI6UafdXx8jMXCVfjs\n9weYTifR3Fv6tsBbD2fj91aYu7Xlb8I1zvoZrJWvvPIKvvzlL/vierTAt1otHzPD9R4MBp4GlD4s\n2LbA5ar2mgcVumh8bxeMxG+LwABx1LbWiaCgpNlTN7EFKCQwpu3wWiDOLtHm/FlTLBYhqIu+WJpG\n2Ycsy/wG13G5P/jnlKXLp6e/+8MfPos2gZ2TFBDRz3/sx67hQx+6B2ehcMXALi8vxS+39MStjH+x\nWODtb8/wxBPXfF/KMvjti6LA3t6eD0xkH8jwqalRUJIRkVlzc9B6pH1XC5MCA2upWKfNaUuBNGUQ\nIUAyaLKkJfVb0irA6G4KGfVtM+/eBsdtbGzgB35gC51OB1mW4UMfuossy/DOdzrw8dGPTqB57aQn\nR4889EkPj9Ngr3D40Wp0nqZIixQIeZ5jY8MJAleDItS5IMh1pcXXF1YDgI98pIf3v38/AtLvfGcj\nyuShYC7LEoPBINpDFPQAoqh1No2ZYnwUz0CwglbpwH5HfrC7u+vXikBfA4qn06kvbMbnkgasJeFH\nfuTIWz/YVwpDuvEIMNQ6ocJjuQzp6aRt3iulVafomp/ROqGaqgZN04q7WCy8a2d/fz8SPBrPY+dV\nwas2VjJdJ6SsZYGvXcXN0JbLcmUtaiU1/bAnFhEfcf0vojNgVOlyGVWBx1oebumF/SMAr9fr6Ha7\nFeAUxkdQANA1UqsVXhlIrRV/t3olgN6NkQACAO7fv+9jdQD4ukvcAwyyViuFXcM/T3vNg4qUpSIl\nLFTb5fssc6d28jjwYPYKRE8CCubiYEpX35MCCZrr2R/rd9cAGdUkeS397jRRkdlvbW0lzcvc3Nr3\nFIjQca8DFClESuvBaDTyfd7cbKLZdMI7xDdofvUS9+7d8yZg1dKBECzHTaSMutlsRnPA3xVF4dMw\nNTYjy0KKHF0kFkhZl8I6+lnXUlYN1XLVEqMMUWkpz+Podf1Msyg2NjZQr9ejGB5Lxyxas1wCs9kc\nPC2SFiKeekhQwCBim/4WjzFYFNYFujlBma9qFDjQwSqS64SEPo/rqKBRLXsEY6SZwWDgmTPnjPvJ\nVndUTf6xxx6L9ovVYu1rdZ0wJodpePzeWqCGwyH6/b6vxMvxqWWCc6LVX8NaxGbm5XIZWd54jbrw\nGFyutKa8xo7Prp82Wu2U9ngfWiyYhsiqtQD3UnABKvDR57k/QGMHXL+WPs1bTflVYe3iCeh2df0M\nwrRer2NrawsKlFNjDWvqKryS9kiH4frglg48dH0MkH0O5538K3azhb2VaqrwpviUPEXGGK6hBW8y\nmaDb7UbFwWg1U1DBZ1DGPEys2cO21zyo0KaMX7XT1OYhUdHMR+auyHtvb68i/EncWn2MzHBzcxM7\nOzvY39/311Mr+eAHbyLPc/zkT34Zg8EAy2WJzc2QkUEk7ZiXE8Q0TZWli3D/y3/5c3j66afxute9\nLhIu/X7fM3U9o+CHf/jQlxpXq0qtVsPP//yFnwduUl7zgQ8ceNfET/zEdfzZn/0Z/v2/H67SnZg+\n2/Catjtd04GDZ55xczybARcXF7hz5w7e+MY34vj42PtuGR+hgWgp0KNAkO8vLi7Q6/VEqDoNr9vt\nIs9z7O3tee1ShbGtc2Hpxr62/9k3vZ89ZRSAD4qiP5MuNAKhi4uLKL2L/Tk/P8f+/r4POGWMCJ/T\n67nUtXe8I0evN8X9+31cXl7iW75l6Jn///yfBz72BqvKfAEsFytrXXz6IWlXgSazgFw5esYqYHU/\n50NmQCLnRfdNak35msG3CsQYJ0MNv91u46WXXsLv/u7v4i1veYunkxdffBFf+tKXsLm5iY2NDZ+S\ny/vTAra7u4uzszMf5EvNn5kadDOlTNr8LBXYq9YVuq3IM6hI0HVAHz/XsNvt4vT01Fvh1KIBOPP8\nyy+/jG63GwFsAgdaRej719N+dd+Q72mfU1YL3m88HvuTUalgNZtNbxHc3d3F3bt3MZlM8Nxzz+H4\n+Bg7OztYLOp+bLrGli8GnhzXPmEQY71eE3pM7zsF7wQTnc42dna2K/xC96o+3/H3xQqAOz72qU89\ngfn8OsqyRL2+XClEuYnLKCPerE3n1dJ8u92O1iUFKIK1Ap7mqBBx3+v9A68O7Tu/83KltDQ8uL13\n7x7G47Ef/8HBAdrtNra2tvyprswOYWYdwZVaoVKg6WHaIwEqrOatBGb9f9ooIFutlo+I5T0orBj0\np/fnhlSzPpmJajZs3PxEhvRdWvcJ7+0Co6aeqMiAFosFPve5z+ENb3iD7ystKBrDQUImCuWm5HNs\nnXc7l2rpKIoCzz33HBaLG4AULRqPJ8jzcAywjkGJs9fr4fbt27h+/boHZFo3wI5fmYSuJa0WPGBM\nx6NumVar5QERx0jtliBM10SZov5XmkoxOq4VNWaauhl4SneHanH0T4/HY08vSqenp6eYzWaRb54M\nUGsKnJ2drc7kcLVVrl+/7jUsdcVoijDjboIgdVqgHacbY3UOVtSxovcQ8BVr/dZcmzK9h7mjiZ0x\nMFzTu3fv4g//8A99RD0reu7s7OBLX/qSz5gpyxK7u7segO3s7Pigufv370f1KoCQv8/4EgKBlLtG\nlROORfdXnue+D7QO6drr3FF485A8Wl947XQ6xeXlJe7du7cWoCnNcU9r2jRpXOfeWmDidQgxQVSc\n1JrH/pGfEfienp6u6nsU5n7OraFafwwqUKETd3oyvFVtvSafeVBIwEZFcB2tWSDl5jRkTLCqa2qO\nLT+aTKbIMlRoRZ+vwDS2tth5T79ms4pQ7JYIFgr3rNwraKQB0hrHwDUkrdNlzGqbqhiwvyoz477/\nBQIVupjrNE01U+vmI6hgrQM7cdQIlKB04q11RIWiMjVdNLeB1E8Xovj55+IVMu8/LUtn2mcQlw0k\nJVN497vbnjmrn82i7O/9XjeuX/7lcNYEmRCFWbPZ9OdrPP30c9jc3MSzz35jpaYB1+CZZ2bCMOJT\nMtknqx3qd3Yzk+lxAzAFVcEfg6MuLy89uNNUSc6dxj9YCxOZtK6R9mEdzbHvWrEzpF2GYkVaHZFW\nLgIOBTfMd+f9eC2ZAOfh8vLS+/uZHlmWJd72tikuLi7wv/7X4Wp8jB7XAD6NqK8ebMTP+ZuQehlM\n0Ty+W834jm4AapzrGVBIcaN1gv0nLf/BH/wBXnrpJRRFgS984Qt485vfjHa7jcPDQ19MDHCFogDg\n8PDQ79F+v4+LiwsPrmxj1s18PveBl7QqxACKcxGDWwpcWiWUeaeEHAGhtY5xbcnYWWDLWhMI4km3\n6kq11pXkbCeBXdw30lYqC4TgNs9zDAYD3LlzBzdv3jRgkoLOBTay/HpqPnVsbl+6OW00ck+rsdUi\n7EFm71AJTIElXTM75ng/x0rn3/gbr+DmzZv4H/9jS/aEi9tw/CHEbGkckU27X88v+EyVUWlgAYR7\nuznRi6o8SfkYAM/3CcTo/uA1GoiccgurEpqywjyoveZBhQpx9esqUVO48Ho2Li41Q7UMKDNIBUFp\n0SxtdiOpAM6yzJu34sVym1GF2uZmOM2UFo7f+72nkGUZ/u7f7XnzGvtLIaR9tQxRmQD7/wM/sIUb\nNwrcujX3v/2Zn7mPPC/wEz9xHS+99JIv1tTpdLCx0fBmzHe8w7mMPvaxGNhpvw4ODnB8fOwFuw0w\nU6sG+0qrgrqtaMbWQi3L5dKXop1MXK1952ONhT4QpyBamrFajV3H6npV/fhcaxv0y3GoqXswGGBr\nayvqK+lkOnXAgDTIynz8v1gscHh4iO3t7UoQLOMw3vrWKf7rf2VKM4EETciu4BqbpQsFyCrQ3JzA\n06la3zRmJACWDO9+dzsSgoDL+KB2pQA9y5zL5/T0FC+++KK/35/+6Z9iPp/jDW94g3d70NrU7Xa9\n1YHBcbQEEuxpXQnS33w+x3A49BZDFiliPI4KaUubNq5iXbMMmUHctLxwT9NFQ7ee8ixLa7zfVVZG\n/Z9qFmhzfxHM8j/rb1AYcS5OT0+TICbsgRyMXUhZR1z/gjAtywXm83JFD7yvU7Tc92Fsev7IOkFn\n5055qv0LSmDuA+EVZBMsse5FsAbFSqCNYbPrwTGvWw97LT93e5B9WIIppfobzgX5EFN/ydeazaav\np0ILLumfgNaWL7B9S83zVe01Dyq0kVg0a4IR1fxT3xEJYnt7G0dHR7h79y6+7uu+zjNr+pqCOXkZ\nmQnz3NVQoKZkhZMKFUWO/Fx9tLEmH/x5ARUXyHPn//yVX/kVPP300/iWb/kWP04yT1aW5Bjr9TrO\nzs7w+c9/HrVaDd/4jd+ITiecXcB5sJttNpvik5/8JG7fvo1Wq4UnnngC169fx2c+EzZ7mM8ND8KK\nokC73fZArdlsRtolhZV9LhCq0DEim3Nj55umckY4L5dLnJ2d4ejoCPv7+54eVCAw/kKtVMpY+N7S\nk/2cfSbabzabGI1G/kyARqOBra0tjMdjNBoNX9yIZneaIO/eveurg/L+/B4ATk5OoqhsxgUURYGj\noyP/m6IoMBgMvJl6e3t7ZUHYjPaECkQ3lyzx6yoSWlNuSBENVTk5fgURzjLkskwUOPG6IAAdHXO8\nSn9FUWAymeD3f//38dxzz/mjquny+pM/+RM8++yzAOBdHQzgPTs7w97eHg4ODtDtdr3/+969ex4I\nk0Gr0qHFxhj/QpcG00Bpblc3g6Ud0jTHZC0S3Nc8AoC+bKedN3B6eupLc49GI79WtqKmBmirW88+\ny8ZUKNjXOScNM3ul1+t5lxwtAgcHBxgOh2g2mz6G5tatWzg/P8d3fdcefuu3Gp42dD9zfmgZC9p1\ncK0Fi0a1OjEQC2N+bbPf7O+sFcfFegUrhx6HwM8YDP3bv30NeZ5jY6PwcwMfFBnGoM/UeK/Nzc21\nrqZUfyncNXBbeaHuWe6jODmgxHd91xhATVJZ+3j++ec9PTYaDc8Tt7a2fGzWxcUFLi4uIsuoWt5J\nW6lwgYdpjwSosIuhn/E9BZOiOCBo7bu7u7h16xb6/T729va8AOJ1NPXycwboqRC1QVOz2Qy3b9/G\nYuEK72xtbeGDH7yJwWCAn/mZ+6JFFeABNMoQVPP7/u9vYjot8PLL53j22RInJycYDAbY2dnxWjwQ\nW0ZIHMPhELdu3UK9XsfXfd3XYW9vL3IhAMD16wXe+14X4NhqtfAnf/In+L//9y6m0ymeeuop/M7v\nXF9p4uH+29uO2bzjHe59p3PsTcq6DkXhqg2yQFCz2fQ5+mwEFJPJBKPRKFrLdcyc6XgXFxcYjUZ4\n/PHHo1oEBDkKTOz97MbR51p6SlljCBo1loHggKCCDIRglzE5/X7fAwtNsSM4ZDpzo9HA448/jizL\ncHl5ifPzcxwdHUWCnXTc6XTQ6/XwD/6BO7/h4x/PK+OmBhb2RzA5c6zByqEZPaphBg3cFc7KK+uk\nAP/GDUc35+dxHjzX5vOf/zyee+45jMdj7O3todFoYD4PR4DzPty/pPPZbIZ79+75+AYgZDVQM1Or\nIxDO09Bx8D1PkuUz1K1h9zfXmXVsdA0tDTmBteGZNV15ZPS0rlAhUFpTt6tNN7X0/CCAbK1snBut\nsMg5puVmc3PTZ37M53OcnJysBN1BpKAFgRoXvuI1MU/IwSMKnDs4rdWnwIOOg/8DTw5uEwcy3P3U\nWsg1UPdFFQw9OJ5APwvZLNUU/mAFCL91/Gnp3dy0/tLKw74oD6QyxWPe/9t/a+GZZ5x1mm6/09NT\n/7tWq4WtrS1/WirXmHVJNC5wHWB4NRYKtkcCVLDp5lfGA8AjMtu44TudjkdwFHgUdDRDsy2XyyjV\ncTQaodVqRQQ5nU5xcnKC8/Nzz/AB+LKu+vyNjTqKIvf35H2ddSJosVmW4fHHH8cLL7yAyWSCi4sL\n7O3t+d+oKU61ku3tbbzuda/zmpj6mxVgUcBeXl7ilVdeQVmW6HQ6eOyxx/x1wceeYW9vzxcGYmwK\nBeZisfAm37IscX5+7rNU6KvVYjP8HQuxcPNTM+VzNzY2orXk/NOlYN1N6v5IVSkkrejGUkbO++gc\n65+CTGoVjKLXKp8qEHk/jnO5XEZVQmmtyXOXCcFDksgYX3jhBZSly06iFswxTCYTX6jNzdFGYhwK\nvOEZrwqvVAxKuL4Eqw3qWR9WkKZib1S4cD6ef/55fOlLX8J87kpT08I1n899gTAL6LRyabfb9cHA\nrEjJ/lBoUiNkVUht6p9XoU6Qq3ShFgnOV61W89U1rcuAY7ZWMtIuT1a9yqWhFiz2I2V1WycQte8W\nbPA+asnlfQkoWq0Wut2u7+PFxcUK9O14S0MMUOOgwjj+jEAiuEGpqLBr7H5C4fdj0f9u/8UVIUMf\nXMaEBrcq8IsBGSLaX/UCQOl/r4COPMgFEi/8frB9Dc9Qi4177xRXoCzpdllU9hGtfOx/lpVYLl1/\naW2htZZWNx50R0sxeRSVNq3ayn6uoz+d64dpjwSoUAavaFR93AQGNHdZLXl3dxej0Qif/exnUavV\ncOPGjcgsxEXhAtKcxgh23dAnJye4f/++L3TD5/V6PRwdHfk+65kKzLkuyxIf+MAB/u2/PfOAoizd\nQVoMQDs+PsbJyQm+8pWv4MaNGx5MANUiOEVR4ODgAN/2bd/mGbr6lm0rigKvvPIKzs/PfXrZ5uYm\nvvu7gd3dbXz0oxN/fwpPwJmjKRj4nCeffBKbm5u+CimRcr1exwsvvID9/X0fve8yXga4uLiIigPR\nHEt/qvoFl8slut0uXnjhBSwWC2xvb0eupdls5i0VXAuCHSsY+Kem7BSTVkZGFwhjHtjP7e1tDIdD\nzGYzNBqNiAYoHKbTKbrdrvfncy4JSJvNJm7evImDgwPkeR5l+7z+9a/H/fv38aUvfQk7Ozu4ccNV\nLW21WtjZ2UG/35dA3kYkNFej8OPRkuYqmGyciGqizgU4j9x5QGBA73vfXgRardYNBEDR6/XwB3/w\nB2i1Wrh+/bqfK3V3aQo393ij0fCp2/1+31s0jo+Pce3aNV+ZlBYLLS9tD0/SfcC+alS80gD3KoOC\nObd02dEET5M1FZBUOeSLiwt88YtfjA7XU+soQbXGhZBf6RgUkPB/ypxtrRjcp7PZDN1uN8pgOzw8\nRKvVwvHxMY6Pj6MA2K985StYLpf4K39lgP39ffzv//0YsEoZDfcuPZ0pT3bPd0DCZo6Ffcd5rwaY\nW+E2m80xm0295u+qAjsaV5pdLsvIBcsWAqqd4NYKrQQlzmIYl8YPblxa8oIVPGWxI9+tWrBc39RN\nHn6Tg8Gd4XoqmgXe/nb4/fLCCy94/ruxsYG9vT0cHR3h+PgYjUbDW+AuLi5wdnbmz8yxcWapOX61\n1opHAlSw6YKpGdqaB3XjafBUo9HAxcUFXn75ZWxubuLg4MALMDI13pcBXWQuinDPz8+9OZNCTJ8d\nQFAo70xzHFGmNQFqvQz+p4BVrUiFIp9ptZOUvyygYGc2o8lTGbx1mXBeGVGvmQqMZel0On4eFMgw\nOK1Wq3lri/Zb3QrU0JnZwXlm1PxoNIqKu3A+eR+NV7Ear26YlBk01eznGmvDjAb65ZvNZsX9wnsz\nUFAZPuez2Wz6NW+1Wt4awSCra9euod1u4/79++ABdsPhEIeHh8jz3Gc4qNVFaUEBVMp8bmOE9DWv\nIQNV8GWvs4CD1gX+hsKRgI/7jb/X2jH8vQpqniwMAOfn55jP577kOc35i8XCW5HYXwpia5Eh3XCu\n1UKnfnkV/Iy90HOECKDp6iAP4V7q9/t44YUX/Lh1nukGsWnKpBPuSR2DrqnGFlS1XkTvdZ419owx\nQFQstra20O/3vYLQ7/f9iaD23gQUFjDoXGraLR6YMVTlY4GHL2QMM5QlM+tiGnQZFHq4ZDqoNQCK\nQOeNRkNAXbDuud+X0OPR12n7qc+D+4X0na0sHtxbZTQ/DBoFeChdqMT6yiuveMWGh+YxGFwVYrrd\n7L6y1to/T3ukQIVuJBUQ3IRAnL6oTC/PXVnfbreLe/fu+TNAqJUQRPB3BCytVis6FZNaMRcsJaiW\nyyXe8Y4c3e4E9Xodv/VbDi2/5z0dbzL/4AdvRgT/la98xd97MBig2Wzida97XaR169iVQCzDD2bH\nUCtDf3t0dIQnn3wSn//85z3Db7fbGI1G+PEff73/PZnaeDz2x05TEKoZmfPLZ1AAM2htZ2cHLM+8\nsbERuYEIQjifrVbL+6Ln87kHcHQr6aZQBmFrFthxKw1ZRmOvsfeYTqf+VFEC1M3NTQyHQx8bQOE2\nnU698FEQpqW7m80m2u02Li8v0e/3cXBwgGvXrgGAv/d4PPbzdv/+fezuTCXQhgAAIABJREFU7vqi\nW61WyzP87/s+B2x+4Re60dhUMF4FsKzP1QnepTDrMC/vfnfbW65UQNrfazs4OECn0/HmdQpzBUFx\ngGko5T4ej/3+1NLeo9EIo9HIxzpw/akZ834KIixDVfca/+z8UNgzbU9jNdg/BUkcw/n5OV566SWf\nWaV0qvRFwKJCmPuIoFvBqt3n2vh5WjCHQli05rJfnEMGmjJeha7XIPRCzECWOWtE7ELM4Q6y04DZ\nzF+vLdV//S7e4+F1EIyLaG0dIAvB63wmb+NoNGRFUQnAqlos+budv/DbAnGM0tV8RLdAVeENvCXc\nw1k03vY2phi768lnJ5MJTk9PPfAhCNza2kK73fYuQa3oSh5sZQRf/3naIwMqLFPQBaamTMTGhQyB\nL47Qtre3fSDc9va2R3usna6bnv5GrZxHocr7aeU8IIAb/hHJf+/3Oi2E1RaplfK+1BBYgnU2m+Hx\nxx/H8fFxFD2cQpoaRa5mbtVELaMpigJPPvkkXnzxRV+KmMyz2+2i1WpFm4GBP9SiqWHZteDnjEEh\nIKGbgDUDGChHEKXzrqmV/X4fZ2dnWCwWvhIltVIyv6Io/PUKppTRc21UwFgTpjJlCgrSDwUQmTyr\nhVJ75bNpImcjvfD1zs4OGo2GBxGj0Qjn5+d48cUXsVgs/MFJrE0xGAx8rAUPuWNjfAndTR/4wAF+\n7ufOkWUZ3v/+fT+OlFAinRD4ffSjU8/4aWHj3L33vbteAGm8jdKjjln93rRe8YC5yWTi3VWcO9Ij\nS8SrNWMwGESAotPpoNPp4ODgAI1GA6PRyJ8vo3tKLSwck+1fECyhaRVLWjY11oGCgMFwtCjyGQzK\n/LM/+zOcnJx4d4LSIOeGfeU+1X6T1tRScZVASAEJpWnSAc+bUSsQ9yQLjnE/9no9XF5eru4XYmwc\nDQQXgVoparUimneY1NEUlkiNZ90YqZCFOQEWi7nfq4AFuSH41QnoGhiU7KwdsWtU6ZvrraXwU6CD\nn+uJp3qJm5vqmVTsI+d3sQAGg6GnOVViX3rpJUynU28Rp8za2tpCq9XylifW+tEMRttPpYl1FpYH\ntUcGVOiGI1Ex8ItaMACvwagpnsL+4ODAg4pbt27hzW9+s68HwAAs/vEo2SwLR3XT1MlNZP31TK0k\nkVM46yFD/X4fvV4PBwcHnnHOZjOfetbtdpFlGW7evImNjQ30er0ow0GDA/nfxk7YlE7OGYXpbDbD\n4eEhnnrqKXz2s5/15YOPjo5QFAXOz8+jyHe1LJDZAvFx43yvYIaahRb0Ojw8xHQ69TEJ7Cs3Pu+9\nWCzwx3/8x7h79y46nQ729vaiDTCdTqNr+Z9C3lov7B+bnZ+q1r6IKhJSu+x0Oj5OhJ81Gg10u13v\nSqMVg/7Oa9eu4fj4GDdu3PAmzKMjdwjVrVu38OUvfxl7e3t47LHH0Gw28dhjj/m5AeDjNwaDASaT\nCba3t7G7u+uFmwIlFUSkfx0/zw5wYHqM+XzhU/RGozGKIve1XajR0mpGutcIezuHSgPh7Jiltz6x\nbDS1LrrT+DwCHsaf0DLT6/UAAF//9V/vwcVwOMSnPvUpX1abQZUMgCUN53mOo6OjKM2O4Gy5XEax\nD4yj4Xyxwin3F/s3HA5xcnKCbreLs7Mzf4aGuuXsfBC0cFyMa6Krlq4UKhoab8J51pYCyfqf1jLG\nNDUaDV9grV6vY39/H71ez4+frrUXX3wRN2/exF//685S9zu/cz1ya6i7SYFmynpleabt+7qxOWAf\nhLYKbAdKXVwEg30VWJblMuINRREKmrm1cFYCWyGVc5dyGVhQEax16XLp7HOeB2ucnR/+pigKf9YM\nrXXkC5RveZ7jxo0buHHjBo6Pj31JgcFggLOzM1xeXvpATS0Dbv+nnv+w7ZEBFdpIpBrcpEJTiZ5E\nvlwufY0BVpFUQqZPn2ZOjYUg09bNQQLiRqSwJhFTC9NAGWq0i8XCm4O54W/fvu1Tz+gmUOZtF10Z\nOTVWIBA9mZoKF/aTv9nZ2UG9XvdBlovFIjKDUjugZgugYipkYCytA7yGa0N0TcZYr9exs7PjtdPR\naOTHslgsfJnZy8tLnJycAAhHUqt5mBqkuqJ4H2UwVtBdZbbkfCqdcR41boJgi+cnqEagVhIyUQUG\nW1tbPsiQxxQvl0u84Q1vwMsvv+zT+dz5C249CIap6bMPFG7s//vetxeNQcEe6YDasdLMO9/phMzt\n27dx//59n777xjfu+b2hsQqkYxUkOmfsD2lArUhKiyzGxPtoVUBaAXlPtficn5/jueeeQ7vdxu7u\nrhfO9+7dw507d3Dr1i0PVliVlLTHOWP8EGl3PB7j5OTE94efAY6Rn5+fR9aN2Wzmz9TgCZ9atZKA\ngnOhPIv0o3EaHCvXis9S92DKUqnzbgGzrgXnlNosXXbj8RidTgfb29s4Pz/H5uamDwRmLBWVNI3R\nCfEC4XlqCaQlIbSwR3VdafVY1xi0mOdVwU4XBpB5AK8BkTovDAJX+aAWF72vnUPL9y1oCO/j5AAL\nsN144pon+lu6SJfLJe7cuYNer+djKRhrxrL3BKMAfMYH11VjlpQOHtYq9KD2SIIKIPi7bQAWUb4y\nNC6kZjtcXl5iMBh4DViZABAiyJXB6WbiBiERcxOqdkNriYIJCj5WDRyNRrh7926UFQEgOrlRNU4F\nS8qgUyjUmr/0ewDe1EaT2XzuKu1tb29H2Qo24If3oRZvET0ZJwMayWw1KI3aqc5FrVbD6ekpJpMJ\n7t69i/F47BmwpnJpTQgdlxVgSh9V7aHKQFRI6vwR+FG7bTQa3hzJWAt+x1gLzSzKsnAeC8dDfzyF\nV61Ww82bN9HpdNDv99HtdtHv99Fut/Hkk096KwjnkWtHurUxN3yvYEiBtxZpy7IMOzs7GA6HOD09\nxbVr13Djxg0PIAlClB7XgTMCUM4/3TgW0DLIlYyeAoqBjZa2GBfA1zx6moCTlQYJSM/PzyMLEi2Q\nJycn/pm1Ws1X7RyNRj6ji40KA60SdLeR9rm3tQrsun1HmuTe0KBQ7hXuY95bU0AVIKTmXfeBFYrq\ntmFAHy0g8/ncAzC6QU5PT/3+4lkgOzs7EV9LWfjWWRssbWofA7CogtPwrDKiXXtvV+AtlFdXZYD0\nWKvVodkr62RpCiivs3DqXlMrivJipYWY58Tpq6oQU26cnJyg1+v56/I894da0kVKkKhppMp77Fro\n/v1a2yMDKpR4KZyVuZGY7EJpNgELVHU6HYxGI/zRH/0RFosFnnjiCR83QG1GrRPM8CBDoB8LiIOu\nytLlePP5+r8oCgyHQ9y+fdv/5uLiAsPh0AsdolCaPdXvCgR3g2qK1gqhIEo1WZ0T3q/X6/kgTZY1\n/vKXv4yiKNDpdLCzs4PDw0P/LA3Sy3OXgcDvyHw5V9Q6F4sFTk9PI+2dmplqpWSc3W4XL774Iu7c\nuYMsy7C7u+sDFjnHFC4073GsBCdkoAyUtMxeQZplZBbhL5dLHyNC7ZSxNmVZot1u++cTHFDIEdyS\nNvkegC8bvL29jf39fdy9e9eniz3xxBOo1+temL300kuo1WrY39/3RaC4rso4SQcUwJrRRKGtv1Xr\nQ61Ww+tf/3rcuHHDB39xn2lmgu4JpSU20utisfA+eh4cRhDFw76KovCHjZFeCMzpalStSwOGT09P\nPXjTuVDrh/6G471161ZSuLHp52pFUdqxgFTdrPYe/CNw0PEys4VZT1y/0WjkzeC0fKjFU4W0banP\nFKgwjqfX63lwtbW1haOjI++Xv3Xrlnclsp4Njw2wQDk1d+XKJRHmKhR/ssKaTS3D68ZjAUWwmgBl\nGRcM+//bu9IYyarr/FWv1Uttvcz0NNMYGAhjxmCUYJHYsQXGUcCxsRWBF4TlBSOCLYONnTjOj8iR\nEtlSlAjkxBB5SOzYGSxErJhYWX7YwdgmgoFhYMAzzJjZepbeq7u6q3qtqvwovlvfO31fdc/Qlj2T\ne6RSd1W9eu8u557zneWey78EUDwnp1aMyo0MqtXo/ClwUq+C5YNaYmo0rGjbTMD52qdIJFbnlqj+\noAetUqng5MmTOHXqlAPGy8vLyGazuPDCC7F161Z0dna6uczn8y6HR3nGAj8dl8Yel8Z03oAKkkVa\nGj+n216tMgpcboPU1/j4OA4dOuQSF1VA8b7KMLyHBRJ2oVnrnoKXp08yzk6h3dTU5OLjqVQKR48e\ndYLQhjZ8CFqVhnWl+hiHVhFRcF9fnwsJ0WtBhmVCl2a/8/5M6rKgx1oLGiNWNK7AkIpwfHzcHSFN\nK5R90jFVBamLnXOnfKDkWziqJKzwUCuP9yRwYjKvPptKkMBQ+Yjjy10xTJLj3FNJFovFyN5/PUSN\npAqM7aVCpVDR5D/1HnB8OHfK5wSOBEocAxL7z3Xl4zEVtKy0qlZ6R0dHZBs2PQCcU1qcVOoaG1Z+\nslnuuu5ViOoY2bVhlYGOk9+qro+DvU4tTv5Ow030lhBUsAgYQ4zkGyp3NWysUrB9s94JnzLk3HF9\nM6+Fco18SFDM9TU5OYnJyUmUyxe/dq9acmHt/mr1RwupqUcjzsNi28nPfNfpX/sb3/xoSLQ+R1H5\nweROywO1+0erX0bX32qPnV5TB1eci3o4SEWQzg+9XZVKrdAVdVq1WkUymXRhKoY9dBupHiAWbYM/\ncdfSegEFcB6ACruoaVUBUdc2hQ2JgkpdR7S6uKhnZmYwPDzs3P5MzgTqwpH3ogDWGChdtAAitSzs\nwmeCFLN4ubAJAjo6OjA0NOQKmRw+fNgxFS3wOEChAlyVtd2nrEqiqanJnZqYTCYxMDCAnp4eTE5O\n4uDBg5FTNqenp5FMJpFOp3HJJZe4nTJ2fAjcCIZYTVMtTraVi4L9qVQqTtFOTEw4wMXjpn21SMgT\nNllMAR1fFnQ0EkbKZ/yfStgCFSoJfp9MJp2lQcWnz2TCJr0WBLEslc5qqLyGbdQ8H51z3ldJQR/b\nwJgsc0DUKrZjai0nXmMz4zlv/C1/T6BBYTg6Ourup2tQAQ7BqsbkuTZsiIFhAW2DeqPiBKfymoKA\nelLfapcwx8DHNxbUKf+pQtWEZx76xHCMnnNDoEZFoYW0fMDZ9s0qWx0fzgnXKbcekh84Byyulkwm\nMT8/77yepVIJJ0+exNvetglDQ0N47LG218BExSlOWuDRnIXV+Qk+wFCtRneuqVL05THY+zYag+ha\n10ql9UJctSTQKI/YOfY9287HavnsB0Or21trG2UMk/kJtMvlsktWz2azzivKROZisegS/jXUGddu\nn6EZBzZ8dM6DCt9AkHRSuXA0BADUcxP4ve70qFZr1fpOnTqFl19+Gel02uUTaFnu0dFRh+a7u7vd\n/m2GM1gVMJVKucVvs8PHx8cxNjYWmXCGAqhoOzo6HIhgaITtULILV60ivqcwsuEgPnd6etrt8shm\ns445WSdDwxnNzc0YGxvD4uIi+vv7kcvlnIWlAnp2dhbj4+MuIYxKgS5rhgZyuVxE8THZrVAouJMo\nAThQodYjFT7HWRMXtSCZRexKPgvVCj+Ooe5OUQ8I55EJYtyVwzkE4EIgbB9d2slkElu3bnW/ozWu\nFqxaGEA0Cc7OJdtPQMznj42NYXJyEoVCwRUh6+vrQyaTcWDI5lpwXdl1p2MRtw51XLk9+dSpUy6p\nlGuPa9HXP322uqArlYrLA7DFfXweqThlpjk31ghQXib5kvis0lIe4vdUCMy7IS/zfy1jT55m/zSX\nQudI5z+ur7a/tv3kayoltW61qBJL4zP/Z2JiAkePHsWWLVtwyy3AY4+1olLh9uOa5d7c3OrCHL45\n0L+WCE4UyNk16v+df1z8z6lvF9freUopx8sPfKI1eer1M1bnYJAa3Sv6eQ2UafiJPMS5T6fTyGQy\nyGQyzgjjy9am4Hj5AczZbyUlnTegwloTFCY2gY7CSmNKQH2XBBc0Y7hLS0soFArYu3dv5OhdxnwZ\nJiBg4eKj25jeEeZrsHokkw2ZFc4+6JZQVVQ/+9nPXC2GxcVFHD9+HC+++CKuueaaSOxfLXQ7FtYa\n02v4eVtbG06fPo09e/a4Ut179+51W5Ls1jku8uXlZbzyyis4dOiQy/3o6elxFjRBEOP4XLiJRMJZ\nSMy14FZbLg6gblVz54a6itkOn7eAc8v+qVDWcBavU+tHSe+hlTvJS/QocPGST2iBqmLndteFhQW3\nVY+ga//+/S4m2tHR4bwZJ0+edAokm81Gjk2nRcLtjxzjRKJ+LgjHk6En1iJgYSP2m7zBXSsEdVaI\nqbeACpJzYJW0Er1rMzMzeO6553Ds2DE3TqyFwPXAvBG1wtV7wDwn9p9bkVWQ2iRGO6dW+ds8Git8\n9W9cjoTlJ65prkPKB5Z0584yzaFgH9UjwXNCCO5tvpEP0Pn6HucloLwEavlc5Ju+vj4AcNtwh4aG\n3H1ZiG9xcREHDx5EX1/fa0ZIvXR3reBV7VRc24boWPnDTjaUQD60/VXFSKCvIFvXrNYX0XXPEFy9\nKFnC5bWpV0nHlv9Hwzm1vAp9Zp2X6iEUzelT4K5EcDYxMYFDhw5heHg4sm2fhRCHhobQ39/vPBlT\nU1NuOzMNFjteFlDY786GznlQAaxe+BSeHCxWPFTBqC5VKhveS5MF1TVIxUGXH5+rzAsg4n7V/AK6\n8AE4a52LhIBCQxBkNiY98jhtJuYcPXoUW7dudWcmkPHVorKuTlqUdKsqMmUbjh07hvHxcddf7rRg\nLF+Fp+5w4X14lgC3ONKlSvBhF7h6kKj0eX+9r4ZI2Ff1UlBhse6AFSZ6T8678pAlu+D4LAvENNNf\nhRnHh+OqyrKpqckdmqUVDHkM9uWXX45qteriodVq1Qk0AgqGgVgLQ+sY6Niqd0RJD2tjGzjPLOrW\n3NzsPDxcG5rIqYLUZ0FqTgb/JpNJHDlyBKOjo6uSnHmdeioUqDQ1NbnxYFE4AgqWICafKQBSauRN\nUDmihopPyLI9qgx4L+VTVSoa5tGETD1qnUBNvRHMweFLvRQ+4GP5Os4atX/5orzii0Cnra0NPT09\nTlHx9NLaoVorbpv3W99a81r+x3/UDh1TD4Xlkfpz/e3V39R2ctRDueq5it5rtYyxYQv9Te3+9Sqm\nKvuXl1fQ3FyvrGnJAkrlHd9zbJ9894yOA/Ce98zipZfGXVIzUJd3ujWaYJsvBdfWo7UWnS2wOC9A\nhUWMGoMk6eJRgcUQgLpKueA1OUxjjypM7POB1Yf58D6VSsUd600iE2s+h97Tuk01xswch4suusgx\nTnt7+yrrkPexjG4tLeZ9HD58OHKwEwXLykr9eF+NofN/Ff5012pOgz5LExTJ7JwLei74HRUZr1N3\nuSo63VZqY6207DTZScdG58xannyG5TcLZNXSU14i8OIWXCpq1uVn2xKJWrLmkSNHsGPHjohgyGQy\n7ijjarXqPFwaZtFtpWxvPp9HpVJxQETHhPNGDx1QS+7K5/PutEMegKf9JDDV8dM+c/w1IZFEpXnk\nyBEHUrVGAEEp15kmKbLtqlyZQ8HwHIGpVrPU9lsg0UjQ2zXIPirA1GuVR3xAhUSjhQm29qUJsLpe\nWGrZxsZXW8Kr++Mjq4xV1tHo4ZZEhmUSiQTS6TR6e3tdQS/KpEqllkDY2dnpQsS1Y80bt6fe5poV\nbynapyj4sH3gX/aj+lo+ggJhnyLX+2kCc/W10E0ikXDlvq0ns3a/+kFmdYDGPgGQehuJBAw/sf21\nPBRti87/yMiIq9tDD14ymUQ2m0Vvby+6urqc3KUxQn7R0EccUGjEP2cCLs55UKGMpIKC6J7IjVZt\nKpVyi4NJgrQU6EUA4ASdrza/VUq2DaqIaI2QETVWbS093rupqSkSqgHq1rVa6ACwb98+vOENb8C2\nbdsinhRtGxe8L0lKFXWpVMLu3btdLgVBAoEQdzTQemS7OB7cNcLn83l042rdCWuRWo+CTcpTRdjc\n3Ox2CGhRLX0mrSvWGFAviHoVdC7VWosTxLxO20yrkdYdFzDnSV2tHB+CP7XS+ft9+/bhqquuQk9P\njyvZTcXP000pLJjzooVudJy4rbetrQ2Tk5NIJpPI5XIuHEf3OpUGx4mFrlpbW3HDDTe4cteWTy0I\n03kkqOLcca727duHEydOOHDMbZSqyMhv5HmO+djYmBtj5k4QVOoWUp8V7gOGOp/W6rX9UU+DvUZz\nehRoW2uac0+lqwqYYTV62dhPFtHiyZK6jVSBxXoFf5xC5e8J1Pg5Q7bsYzqdxtDQEJqbmzE5OYm5\nuTnH7yMjI1haWsJll132Wj7Q6mRVfZ4Na6kRYsGSegAUvMbJYoYNVlbK4KmoqwFB/A4UziOr46pn\nNMoDPE20PpYagqzxORMuo+MeBYX13BG+/uAPavWSXn75Vbce2b9cLocLL7wQg4ODyOVyDnhy+yj/\nskaLL/FayRrnZ+LVUDrnQYUlFWa0qlRo8BoyBZUB3Y20+BUQAPUCTEBdGZMJbWzPh/qVoTUXQYEK\nt1sy7moXgBYtYTtaWlrwwgsvoLu7G4ODg5GzRwBErHm7SKlQ2YdXXnkFhw8fjoyVJnQyHm/bzIWt\njKpC1irwuhURZVoVNqoQ9DstDMT5pXdA3ecU0Lo7QAGFjqEVynGKwsdr+r8mgNpncM4V4HFnDz0o\ndCEvLS3hxIkTLieFlokmIZJPmVtCIOVTgARTU1NTLo7P7biacMsYPa/RfAoFytbVr/NtBbP+tlKp\n4PDhw26bNmPUbDvBKvvLNcz6FEwSZju1v/zMghtV6JzTOC9FnMKza0aVnr1GwYTPm6NhDuYE0fun\n3lDOGT0FOvd2W7zPI2PfNwLJ1iAjqOcYF4tFl/OhuR+5XA7d3d0u9ETK5/M4ffo0KpUKbrutxve7\ndq0uulVrZ207pfX82PYpqKi3tfaqeQnsVlA4z0BTk5babnI5GrX7NE5qTSTqcsV3Tf3/uieCcrH2\n7KZV+sEaXSp3+P4P/3AR09PTKBRqJfqPHz8eyR3r6OhALpdDLpdz1XWZyKmeCg19xPVR513/P1Mw\nQTrnQYVPAfFzXfQan+Tn3EanWeu0qml5UznZpJ+1FKC12Hit5k1QkNg6E/xc3fx6DLkKn6amJpw+\nfRovvvgi2trakE6nI0VnVAnYtqjXo1gs4uDBg5HSw0D9JLxEIhFxzRIV838V4BSommRnhaB6B9ge\nfc822AXMmhj05HCHhK0wahPdaOFR8diFbon9UF6yykqBof7VHAv2g6BULRyeNspy3Mlk0gmAw4cP\nY3BwEMlk0gl3uje5nYzeGguI1eKjB4DAhePAszI4brT8SVR4uhVa65BwbhRo6nsF3tzRUSwWceDA\nAczMzLjPWDuGvEJQwT4RUGgSLC11howILn1KVkGuDyzaObdzxPvacKf1bviAi/K4WrhawVO9WLwf\n+6b1BWzfFZT7+uLrl16rssbnnVGQqWE4PYuFwEK9c21tbVhYWMDp06fdOUtWbura4+6QlpbmVWtO\nx0TlHuVRzbKvAZPVVn/dK6KGlQ+06PP0+zh+0c9e+3Vk/ms8U/vcvgcSaG6OVsesfVdLCiXIqVZr\nnqrx8XEMDw9jdnbW7SSrVGrJ2n19fQ5YMPTKAyC5s0xzy2w/fcac5ZuzARbnPKiwpItdFRkVECtT\nqtKmMLNuNC4eWkTK3IzZ+gCNJfVIaDu1gA+vAxBZiLTo6Pqm0FG3eqVSwdGjR9Hc3Izrr7/eJaWy\nXRqj1eQuKp5KpYJisei2FrKtFPa2KJi1xNUbZN39KpCpcHmdxqd9zGstY93uqyV3dUysYOFcqbD2\nuUvj+Iht1c991jjboQKZuyu0v+yH5lgANZcyd1xUq1WMjY3hlVdeQS6Xc7U/CE4IpBiyAOo5I/R2\nWaVPUKg8oMT2E3iR77ilUAWtAksm8PGMEl5TrVadJ4aWb7FYxOTkpJtTrj+1cjWxk14wWsLsn925\n47PWdb58hgDnxKdQlSftfPuUjn2eNTjYX4Il8q56MlRWcQ4IJHxhO+3Hesi2iaRjYRU/x5lggi/y\nWGdnJ3p7e10y4NzcHJqaajli8/PzOHHiBC699FK0trbiwx9O4Lvf5fOinkod46iyXp0jx7/1ELDf\n26CAAqh7bG2/1xpHX7tWy/yodysKmqrgUezVKn9bifB/7bqa1+XDHwZWVspYWkq46sGTk5NuDVEe\n9/b2up02NEq4Thgu0912lg/sGGu/1hqTtagZwJfP+te/BuRb9PY7ZvNSGbW3tzvvBBcTLVjdL18u\nlyNVG6mEVfDpc2x7rGdAJ4xIn54SWmZUBEziohBKJpOOsRk3p5Lnc2dnZ3Hq1CmMjo6iUCi4+g9k\nznw+D6CmDPL5PE6cOIGf//zn2Lp1KyqVCp599ll3XwqVxcVFl4ei2ww5dmr9c6x0fNVtTyVgvRS+\nOWW/WYCHWx+5T14LX2k9DGaoE7DRfTwxMeG2IGoypVpRfBHU2TlVC10tT90iyO3GdGkTOKgFqL+3\nxbv4Pw/wGh4eRjKZRF9fn3NF53I5pFKpSGEtujxbWlrcd4lEAtPT02hubnal4zs6OlyZ7brFF83p\n0bBhoVBAb29v5ARSABgfH8f//M//YM+ePS6RlLkdrLEwMzODQ4cO4dlnn8Ub3vAGVKtVvPTSSy4h\nkW5+tkUVmSpT3W+v56ao18kqeJ8cUCWvwMtatOqR0XvZHTTq/VDZYK1j5vZoYSvyqCZm65rjYV3k\nWa4hDUs2AlOUJb5x8P3vGze9P72plUoFnZ2djs+7urocrxM4ci0cOnQI09PT6O7uRmtrK15+OepV\nqj2vFo5QJatjoUBKPYIK0DW506cPNFG+7rGunRzKXBzOu66Bt799KxKJBJ56aiQCDC3f6JbXuse7\n7hmpJ4eXX/PM1GWN5ZfLL695C2dmZvCjH/0IhULB6Yfl5WV0dHRg8+bN+K3f+i1s2bLF1aVgVdOp\nqSmcPHnSbeGnfOZ8KjUyhOO+Ww/YOG88FXFCRNEjvQvKmFR2Gpue9lJcAAAgAElEQVQnY9CjQauJ\nA6puYn22dSkpsFBrncJEPQpAfauhWlDKzOotIGkiHACXkc0iSdxuyiTUdDrtkvZ4hLEia4Z82F8F\nVLyW+R7q0qcyV2XrC3vEudj0L4VxIpFwQFDd8fydCnFa/lQWnE8qJwozkq89jRaZL7/CAkUVlhpq\n472tq1y3wBI8UQB1dna6wmjPP/88BgYGHEDu6OhwfVxaWnIgsFwuR4S89pX8ReXNc0YIani9enQ0\nLsxYLvsyMTHhTkbdu3cvTp06ha1bt2JwcBDVaq1K7KuvvoqZmRnMz89HQKiuJx0vDVWq8lGr3edZ\nsPOn/GTnz/c/50bvo+NhQZf+RoGHtbItGFXgQTlgSXOArFfGZ0Xaflr+XEs52O917Dj2LNs9NzeH\ntrY2V/SKNWX6+voc+KuV667vBjly5Aja2tpwxRVX4H3vywAAvve99ojnwAIBNVzsvNA7oZ7B2u/8\nhcnq/FVBuVzPRamDs3r5c+s98t3LB8BUlmg/LODV8uX8faVSwV13pV1uX7FY8zZwBx5lKr2TmUwG\nmzZtQk9PjzPyFhcXXW2Kubk556HQ3BvVR77+xdHZeCzOG1ABrFbu+lKloi5eBRK0bqkQ6a3grgZF\n7brrgBacT5hZRmcog1aLdeFaMMEFpttcaeFSSagVrEdAVyoVd7Ii+8xQDo9217Hic+toux520H7y\n3tomelPYRwDunBArBH1CmqRCmi8CHf5VQaO/VeCo1h0z2SnQ2RflFW1fnMD1zamGcfiygIIWiYZr\n+Fu1nFOplJsnhk1KpRJGR0dx5MgRbNmyJRI/5QF3FIoEVlRaat0x3q2AulQqOQua1ieBtB4Pr/yY\nSCTcIWDM8+BukbGxMRw8eBBAfQeB/k77Th5SQU6gRNDDa5mAxt/p3KvgbuStYDvYJ58ngjxNoM55\n42+Yr6LP8nk7NOSk65mAV/lE+UbXln6noYJGwFz5M45v4zwUcaRhYx55zh1zrJmSy+XcOjt58qST\nQawX8+qrr6KpqQlvfOMbXxvz9lVyQOWYhpm1j772KshTZa6/qY3Z6sTWmmypy4O68QdoSKXReFn5\n6QMddd2wencH1y63SC8vL+MXv/gFXnnllYjBVKlUkMvl0N/fj4GBAVdVl+uMXjzuELKeLJ+8s//H\nefzOFFicN6DCDpQyFDPaOYEqDIC6daaH5AD1bXlA/XwFrSWhO0VUWakgUK8GmZYWNysg0k2veRpU\n0OrirVarbksn26LAiM/QtszOzkYWBdErkbkFXpVKxYWI7Niqqx+ol2YG4GLrbDdPf1RhoR4IK9h9\n+RAMQ2mmPBcY+832tra2olQqOcBFpcnwh5bojlv4NieAn2v79Tcq/Ch8KVx5Tgeta86Z7lDg/NId\nTi8SAQUPGJudncVPfvITbNq0CVdeeSWuuOIKp5Ap5JeXl922RNaYUM8Nn6/JnBRm8/Pzbm55ABqF\n1tzcHObm5lxoq6mpCc899xyOHz/u+LtarUYSfkk6dhxPJo5ZXgIQOWyP46RhSeZY6P05D8qnFhBU\nq1WXkEqvjD6Xc0CeVu+EKiubA6E8zPWieUfsJ0OXmgfEtci1SyCoyZiUQ7YtVjkqP/nIpxTjrvcp\nEebL8HX69GkH2gkuBgYG0NXV5cJ2dNszB2Pfvn0AgEsuuQS33LKM7u52lxPU1taGhx4qoFqtJW6q\n95RjqOEknfNojhh3eKxWpJSVtXED1GNA+VE/eqE+FrXwDHmuvsOD5AN4FuAyRFPXR2XcdNP0a2Hd\nBPL5vFtL3/ve99zR8vTsNTc3I5PJ4KqrrsLWrVvdFl+CiNnZWYyMjCCfzzvPoA0N+tpr/z8bT4aP\nznlQ0WhxAHXBpu42Wh30NAD1Q68oJFUw6dY21q6ge4/fqyuTyouMr9a6ReJkZk1YI/BgPxRBWvSr\nbkJlDFbd5GearMm+qguaTM1n0UPD8VMAoQtdqzIydqwKmX3QHBaOl50j3pv35zU+y4VCV8daj+Dm\nwtJSzbpIFMTYxeRbiDaXQoGRtltDbCoY9flUIAQyOtYsE5/NZiOW/MjICEZGRgAAg4OD6O7udl4F\nbsdkiWueHKv94zzQW8UQCseVgFq9Ybrdkzw/Pz+P8fFxF3Zpa2tza8bOEdeZjqPm33AsOZ/Kk2yb\ntp3jZoW28oneR+/PXSxsl7aT42i9Zrru+BuVBWyXhiUVROv3/L9cLjs+1Weqx1K9kwQd1lL38a1+\nd7Zkf0se4lpqaWnBzMyMM2q0MFZTUxM2b97sXO+FQgFAPURLjwXzbpg0X61Wcc89fSiXy3jggTHX\nhlqSY/QcH+uRULnX3FzbXaFkZYxPDluPUrxnoopqdTWw4LX166PApB6ibsIHPlDG4uIK5ucTzqOT\nSCQwPz+PI0eOOEBBA4T5UD09Pejv70cqlXLhaYalisWiK/evANDHB9abo59bnvJ9th4650EFEO+W\nUitYr+GCZlxZY3hA3Y2uSTQUDBq7B+AUuCJpGw9UDwEXiFprKlitJQ3UyylzIfBa9YaoF4QAQBWK\neiP4W+tmVrChY6hWmbZBLQBaYs3Nzau2T6qlrrkhvoxsKlgCOk1ipLVqFZUKfip2ddvWhdTqHQ9x\ni8Xyi5IqFb6nN4xzs7y87KxXn0DTsaXw4HUdHR0oFovIZDLuVFdmeI+NjWHfvn248MILsWnTJpeQ\nyYRQLamtfebzGOKzoTOGF+ih0HGZm5tzlmexWHSFsNSzocmWfB55WcNDVPp8vibmaXt17RJcUbnx\nO+vV0rVDEMFn0Bolb/M+7D+LxrEfCozVwNAQit6bMsGOOxA9Z0J5xoJcC2q4bhTIWkvYeoLWowD0\n2rjv2U+gvruLgLVUKjkPA0NoHN/NmzevqikCwHnQfvGLX6C5uRlbtmyJFMGjQVeTS8w9iO7eq8vx\net0du32z1iWCgnqfFCg0AmJ2nPX7qLGU8Ny//pm9nvKira3O8zyPo1QqYXh4GEeOHHHyjjKGZygN\nDg4im806faG7POhN1DL12ierBxr1zTdGZwpSzwtQQVLG4WL0JQSRQRm/pjCxW7aonFXAUbjx5FFa\nd6o4tbYFn6VWmN5bQyxUtLRO1HLkgqN3QK10LjB1t/N+KhTVJaZJYCRNcrSklhmwupCYnuzK61VR\nsN06Riqk6U1Q5aeCW70mvJ73JmhTjwyASLlna92SrEDmPPNvHHLX+6kSVwtU6y/YRevjSY4b8yKo\n4FtaWtDX1+eq4x04cACTk5MYGhpCNptFf39/ZA87+6Xbd3lvCjTlE7aNQNp6D5gw2tzcjNnZWVcq\nmO3UZ/CeykOqQDm3dj6t90Dvq+OlgJdAgnNC5U3QokBW80UUuBLIs/0aulCArvlTXO+6c4c8rUBR\nPSXaH50jDb3oWHGe6BH1WdQWJPOecWAh7lrLnwoodL0lEgl3aBv7y1Lr9ED09fU5L/DU1JQ7LI/j\nVSwW8fOf/xxXX3010ul0pET9ysoKPvKRFhQKJTz6aLMBC9Z7oKCqEnlfV+y167iF1fb9ox+tedm+\n/nW/h4b3UGNM9Ucjr4b1onzqUzmXbLy4uOh49dSpUzh16hRGRkbcyc1sazabRTabxcDAAAYGBpBO\npx0v8jBCntxcKpVcLoX21ccP6wEJZ+qdUDovQIVlOovGyAhc7JYYw6Qyp0BgYR5rWTU1NbkSxwoO\nKFw01JBKpZz7mFvjlOHIoMzqZ0yVmb/sByvZWWVAr4Cttqc5E+wT28TvuXuAliBj8vye1NPTEwmD\nEIzxGTzIhtsW2Ua2jfemMmF+BAUjhZa2kWPJXA0uQipq9fwokCBR4ZB8AkAtXrWmLfi0AECBlbbN\neoJ0DNTiZuKoWuX0bFD4Dg4OuqPtGa7YtGkTZmdncfz4cQwPD+PEiRNobW3FZZddhqGhIWzatAld\nXV3OSuc99dRc8q0qDc6HzjsBaGtrK6amppwrmyXPqUA1018BnnqJVFFyO7AqeL1GK4SSdDeKL0eH\nc6GyQL1htKJ53czMTIQPVOGrt4Nt5jVUJOqK5/31mHLyhBo01hvKdaFeHvZHDRS9jkCJfGW9FXFE\n0GbJgkq93npAyBMcP3osWltb0d/fj0wmg+7ubmzatMnVr6hWqzh16hTy+bwDojSuvv3tb+Oiiy7C\nlVdeiYGBASdn6T1NJDrBMzc4zgpc1Vtk17V2p1qtRMZePT98qQHIudW+k0eXl1fAGhNcNwoclShf\nOZZcP5Rxi4uLOHbsGHbv3u14hsZoMplEZ2cntm3bhsHBQfT29rpidcyj4LbRqakp56mwXlwfmLBG\nks6/b859/LIWnReggsQBse5Rew0nWxUGP1PlRgXLSafQoVAlk6oA4VYrThDd4oyfWVeUCkMKML23\nVovU8AjbxWtp7Vj3sAosdf2yn6ooaXnxOSpgubA1DATAHVPOcaDC5PiqF0NPY+R9NNSkoReNUysA\n0XlUj5IKYwUUHAMf+aw0nRsdRxtO0uvUzcg+aVsVBKky9rXDKjTykvIhC5Wx4uLw8LArLLVt2zbk\ncjnnueBv+TwFZxqqsGOlY9Lc3OwS87RQlYYQyGMWSJCHFRxzfngN26lKQ4G6ehG1pD55ns/ULbDk\nG90yy3lR3rPhFe7IUoBolQb7zJCHhjc0P0Y9XvyrIRb9Tuefa1pzb/T35APLZ3Fkecsqh7g1oKS8\nrTt7GBbj/C0uLrrt7BdccIFr9/T0NKanp93cLi0t4dVXX0WhUMCOHTuwfft2lMu1Kr3d3d346Efb\nsGtX7Zmf+ERHpEQ471mpVPA3f3MqBlRFc9fUiLvttgQymW7Hd7/zO0extLSEa665Bo89tjq5kf1n\nOIbfx3k3SLffXisKx/VDyufz2L9/Pw4ePBgxiiqV2o7D7u5upNNpDAwMoLe31+VPsU7N3NycG09b\nu4Xt8LXPfuZr/1rgdD103oAKn7BXa5BCTRWQCiK1mkgaWqCQ4/0Zl9bvKAQp7Mj4HR0dbhFq/Fyf\nR2FEwKKKXsENlbCGBtgeK2AUBKkg1X5TyVH4q7BjzgkVLGPS6k6mC5yoXXMDOBZqobI/9kwVGyai\nR0Pbx2t8zK3jAqyuoGcBiZJdaBZw+v7yZV3FFkyoN4L8p7+1IQr1lKiniYmXbW1tyGaz7nruDmEt\nkpWVFWzZsgX9/f2Of6jsNZ+lZnnVlTHbpusBgNt9o8dga3vtuKrVp5a2gj7OsXrMCJCprDXng4qM\nfWC7uP6Y1Ma5UEHNNuluEvIp20bATZnAdcjncA6scqcxoQpb5YDOu/7v84opf5HYTq458k6c2z3O\niOJ1Pgs1TjnqfS0o0RAUd3hxrtPptFs/AwMD7jqG0egJa29vx/LyMkZHR1EqlZBKpdxOEYLiT36y\n2QFR9abpOrvvvi34278dAXd8vNaDyJxr/z70ofp5QGqUzM7OYmZmBh/72AVIJpPYubMImGqd9l7V\nahX33NPv8pQon5qbmx3oL5fLLi+K8vu5557D0aNHnacHqK+jrq4udwosAQX5XPMnCoWCAxSsA6Nh\nRttOH5D08YnlFd/7tei8ABXWDajCTRUyyQo/Ci21aFUAaw4Az2dQ9KmKTJWhKoalpSWkUim0tLRE\nBDNftOQ7OztdfQWdTFXuaqVTeKsgZpySfaMQ1z7Tw6BCkIJLvQUcG+ZLUGB3dXWhqakpcnyz9Wzw\nuO22tjZ3MqZaNeVy2Y0VlZyeu8LqnGw/j2O3ngh1wauS97kDrZfIJ0C1D1b46+8t/1nrmyEpbZsV\n0Gxnc3OzC3lxvgm+FHxWKhUMDQ2hWCy6WGo+n3eJcc8//zxeeuklV+1w+/btuOCCC5DNZlcpe445\nLU/1yKiHaXR0NHIGBeeR/E7QousJQARAagyacWXyGu/B5/HUUq4f9ZzZOWV7KpWKE7A0BhTs08Ll\nfVhFke52BdM6T7rOdJ1btzv5VAE4eYHeO5snQdnAfra0tLh8BeVPtov9VtDkS4ZVagRalHfte+s1\n07+azzU2NuZ4MZvNAoA75CqdTuPiiy9Gf38/8vk82tvbXdE95hVw99Djjz+Orq4uV4tF81nooVJA\nGJWDq0uPc/2xT+SnbLbTeVTIC0tLS8hmsxgeHsbQ0NAqfcF7ckyURwiMeVIreZ46o1yulSoYGxvD\n6OgoxsbG3A4PesUSiYQ7U2Xbtm3YtGkT+vr63DERKysrmJubw4kTJzAzM4OJiQmXg6Gy3s6Tb751\nji3Q9AES3/u16LwAFVzIpLhFROGs4EERnroxKdQ1B0DzJbTSmY27UmHTsuS9m5trx+hSsKqgsBYO\nP9dkTxVAXFD0hmi8UM+JUCHPvxqCsIpSvSEqWPiZJqMRDLFvNoeB7aDb0sYgbZxZLVla2ZwTBXnW\nOmYbNSnP7hBRN7PPZaxgVMGbfm95SsdOyd5fhb31mCnfEpioZUtFT54hWCVgoyVL4UNXaLFYxOLi\nIg4fPozFxUVcfPHF7nhkq3AJerVN5EUqaa4dzVMgL9r1RKVHD5bucFLvhCYuc6653nRNKV/6PAC6\nhn3rgW3m76ls+Gxd15wjnyeG17B/Ol4KOvks7Rvbz7nnfSgfLMBVUKJzpiBDx8UHAuKUivZTlYuV\nmxZs8DMFXHpEeiJRKwuv4SGt/zA4OOjmeXR01M0/56hUKuHYsWPYv38/Lr30UvT09KBare2S4O8o\nU8g/xWIRH/94zRgjcFxaWsL09DRGRwtu7Hp6eiJHIpAHea5JT0+PCytms1l88pNd2LKlxgMf/3gS\npVIJ//zPtTXxsY+1uxw4NSY4PgTpNJDy+TyGh4edV4ZrhyGu9vZ2dHV1IZvNYnBwEJlMxrWVgGJm\nZgYzMzPI5/Nu14hul7fzasnHH/Z75Yk4PlkPnfOgQplcBY1+D6xO5FKhQ8GtAp7CzZc4psrUZoWr\nK5D3Aeru+O7ubiQSCYfU9VoV9twaqAJT22kXtwIOtY6VKPTYdgsoaFkDdaHG/tAyYfsILviX7VLF\nzvobFCx8JttCoUJhSSGk4EfBAK+xQp9CXMeSfdIFohaoVfTKKzpe9h4+IewjK/A1P0BDHQoiqRB1\neyqfQQ8ZLXOgvv2Th35RwdETQIHGubv22mudQFZwWq3Wt0Wr0ma7LODwbYNWzxj5Xd3W7K+uQx0D\nrrOuri53/0Qi4YAxr6f7XNtSqVScC9jOl3oIrNeBfKPjz1ANQYPylA1l6XhpWJDXKFi2AJJjpOOo\nsXwFZgpmeC+2XT/T5+kY63zyc2vZ28991qoF0VSoWuCPhZwqlYoDvkzUHhgYcHzGkzSpFAmulpeX\nsXfvXoyNjeE3fuM3IkCEoVb2dWFhATMzM062MF9HSROPmbPAeSaoSKVSzvN64sQJtLTUzmXSMagB\n3RrfUOFzPavXlGNC2VYqlXDgwAFMTExEyhSQVzs7O5FKpdwuLpbfZn7a/Py82+HBhGnu9FAw3wgo\nWFL9F/e9z6Bar8finAcVKhR+XaijowN33HFHxALiX1ZLpDLmNWoZa5iAypf76JuamtyBUBrSUAVB\nAaJVMYHo9jw+SxehboNT5aKClihbLUtep8JWd3hQqFihROHAXTZAfUsf76OWPceNpIrbt0isd4Cf\nWW+Fel4qlXohqF8ldXZ24nOf+1zEVd7V1eVi2BTETU1NWFhYcOEhJmiy+Nni4qLLPJ+amkJ/f78D\nFpwfKjTNQwDqeUYMjajlT9IzBtTzoADO5g4poAfg6jx0dnZG6j3o3Grog/NOXiGw4f1pLWp9F46Z\nJnNq3QpVzvqyFrxep/1imxUE89kWhKoHTn/D91Q4emAcnwEgklPFsbA8rnSmngj7WyVr0VpLmbxW\nLpdd5Ud6Rnt6epy8m5mZceCC9+B6L5VKePXVVzE5OYlLLrkE27dvdzKCYICgon5YV3Q90yjUkKry\nMNu8uLiIrq4uZ7CMjo7ixIkT2LJlizOiCHj/6I/qoIaGH8efvM/5K5fLmJiYwIEDB3D69Gn3G6Au\nZ1taWpDJZFxhq76+PqRSKQdoZ2ZmXMXMmZkZl5hJI8Kn7H3zzM/tfPuMKh+YiOOFODrnQcUvg979\n7nfjS1/6Et70pjdhYWEBP/jBD/C5z33OJdzceuut+OxnP4urr74azzzzDK6//vrI7+fn5x2q1vKw\nDAX09va6BDugLpDUokun06u2gXJhsKgMhawmaVIYqkIgKTBh9Uslug/ZZgoDum+JrPkc2+5yueyA\nDOPjDINwm6NaVNySWigUIoJVLTi1KldWVtDV1eUUGJUpXersH0EIn6NjZQWLvqwV/XppLT5585vf\njIcffhhvfOMbsX//ftxxxx144YUXAMAlYWleQiKRQFdXF2ZnZ937trY29PT0IJlMolAoYGpqyo2/\nnhY7NzeHJ598EgMDA7jwwguxefPmVcKYRG/HxMQExsbGXP6B8jTHi0JbtxIrf3D8SfREERzSi8V8\nIiod3ZKqh8KRr5lzxLmmVad5IzxYSYvVAXXrtaWlxW3jJrH9mgOj4T1dV1wnWgKc97C5K1Sa9t7q\nKQXqYT4CB74oUywA4V9f3RF+18ir5gMjqnDsvdR7x37qnADA7OysS7rMZrPo6elBKpVCLpdDX18f\n0uk0kskkpqamMDExgcnJSXdGEXkcqK2BPXv2YP/+/di8eTOGhoZwxRVXRBJ/Kaeo5CmTeAxCIpFw\n9R8ISJhHNDY2hnw+j97eXsejrAczNTWFt7zlLZG8Ot2Jw9AP63AwHLGysoKJiQk8/fTTmJubi8hH\njlNnZye6u7uRyWRw5ZVXIpPJoLOz04EgHgx24sQJzM7OYnp6GnNzc8jn897cpUZAotH8W0+sjw/0\n/f8bT8UvgzKZDP7yL/8STz75JNrb27Fr1y789V//Ne6++24ANYvv/vvvx/bt2/HOd77Tew9a85rQ\nZoWKLd8N1MMkKpR0ZwjfU+hQIFFxUsjyPlxs1vXK69SyooBUYUkAEhdKsZ4PAM6VySROghO63bko\naEkyZMM+a/IfrVENsZDUBawVLNVtreNk261j/8vwTDTik9bWVnz/+9/H/fffj69//eu466678P3v\nfx+XXXZZxMXPuaRlrQfg8S/njMCNFiSfQwBQLpddie1CoYBLL73UAUnNV1heXsbIyAhGR0edJak8\nzGeQ5+yhceqKJqCmgNIzNjTsoSBX10KpVIrkIPB/DSFpIiff23AYeYjrUj0nlqxHjePDfqh3UXM1\nFABbQU7e9ykAHxAjXxOEcZw5F+pxUaCs86j9aUS+UIdvTOL+V1CuZ+xMT0875cf1SW/U5s2bXXiM\n2yV5Rg/XL42SxcVFHD9+HBMTE2htbcWmTZvcuUmUhQzRKY9qOFk9SwTZ+Xwe5XLZgQ7yFz1E5A0a\nbVaucJ6KxSJGRkYwNTWF8fFxTExMYH5+PrJ9nPeiEcDTRnt7eyPJ6vRMzM7OIp/PY3Z2FsViEcVi\ncVWOnG8+rJxTL1Yc2IwDkBpOOxP5eM6Dii984Qv47d/+bdxyyy3uswceeADVahWf/exnz+qejzzy\niPt/fn4e3/jGN/AXf/EX7rMf/vCHAIA77rgj9h4qbKiwGWemG69UKjlhpbF2Rbf2ADQqYy4UrQrK\nZ+p3tGjVHayAgc+jAOMipzWgcWvGjdkeAh0VjprfwDMBNHzC31L4AKurJipYUjc47w/AgRQNoajQ\n5yLQcdW+An73L/9ecskl2L17N971rnfh+eefx5YtW/DCCy/g1ltvxY9//ON18VEjPrnuuuvQ0tKC\n+++/HwDwta99DV/4whfwzne+E//93/8dGQfNU1CrWRVKa2srurq6kMvlXJIm55/jwFAKixdVKhVk\ns1m3D54Ctlgs4sSJEy5PgePuA2JWqVNR8Hrd3cF50zmzXjOdK7WCuZaUZ6vVeoKphkGpeAko1d1M\n3veFfHTdqXdFFbiuQyto2UYV1romFRBZRa9hSE3E5nvdWq7AwT6H7VDimuP1pDjrVX+noEHBuV6j\n1+kW4ZmZGRe+WVlZQXd3NyqViuORvr4+Byi5g2RmZsadX8E5S6fTDnQ888wz6Ovrw+bNm53ng3lW\nlHv8Xz2TNFo4DqdPn3a7ppinRMVOcGE9nPyffV1cXEQ+n8fp06fx0ksvYW5uzslrgnU9MI5hYG75\n7u/vd4fNcdw4BgQ9XMsa8rAeVR/I0+/1/zjAaAGGvVccv/jonAcV3/nOd/DlL38ZmUzGxek+9KEP\n4aabbsLf//3f47bbbvP+7vjx43jzm9+8rme84x3vwMsvv3xG7VLFRdRMBqpUKs5VxgqbKtR0EXCB\naIEgCiktvkNm53ZVBRparpoCSDOh+UzG84Bo8Sm2yxcv5nta0moZdHV1oaury4EJugh1oasVaheE\n5nXwenVXKzihQKNloFYdFznH2uZQ+EDG4cOH8cUvfhHf+c53cM011+Cf/umf8K1vfQs//vGPN4Sv\nduzYgRdffDHy2QsvvIAdO3Y4UKEWIMeCFTGp6Cj8OFeZTMblVbCEMseK9yIQOHr0qOMHm+DG6zRU\nQeL2Us0/oRXHkAJ5PZFIuLAGUKtjoOATQGRdqACnO92CAAXitOC1vUBdERMkW8XH8WUYhe818VrB\nM7+zAp3gjrlGbBPfc136PB+0xlVxM5mPtW0UfCmv2lwLjpuGF0k+F7iCaJ/ysZauAvu4e3GM2G9a\n3tPT0xgfH8fc3Byy2SxyuRw2bdrkEiL5KhQKmJ6exqFDh1wyIl/kq5aWFkxNTWF0dBSLi4tu50Q6\nncbll1+OXC7nKgNzy2UiUaunQQ/dxMQEjh07FjGI2H6+r1QquPnmm1EqlfDII4+4SrXky9nZWYyN\njbmQK2UxZbVuI+7t7XW1J/r7+zE4OOhkM8uel0olFAoFnDx50lXNnJqacjKS/G/BQSNFr3xl59sn\n8+K8EY0AiY/OeVAxMjKCJ598Erfeeit27tyJG2+8ERMTE9izZw/27NmDT3/606/r/u9617vw0Y9+\nFNdee+0Z/Y4C0CpadfHaUsW6cIF6AqECE0tU+BrXVVRNpustmtMAABQ0SURBVNc4Mr0IbBt3CCig\n0FAD26VhFV87AET6TAuU97FuRY6TAggNhWiiJseDzyiXy67PNhFLrRzN39C2+gS9pZ07d+K9730v\nnn76aVSrVdx8880AgE9/+tOvm6+6u7tduWhSoVBw5XiBumte3erqfufcEjgp2OT8qpCn1U5eowLk\ny3oJrFKhslRgYi1wDfNxN09LSwsmJiYA1PkPqAs49QDYwkQKhNWFDcCdpWAFL3lPc0DUylY+AaJe\nCRL5g2NGYjsVoKkXT9e4dT9rWMSG8VQR6zzr1m6uDQsCFUzECX7L6z7L1JLvO/KO777Wi0XDif3K\n5/NYWlpy+ShU1O3t7ejp6XHvl5aWXD2Lubm5SC0GjhdzthYXF12oYGxsDOl02uVsUD7QoGHhKBpe\najhp0jvnk16h48ePR0AWP2flUKC+PZ5rQWuuXHjhhcjlcsjlckin0xGQPjMz48Id6p1gEqrmT/jG\nPm4e1wM64rwScR6L/zeeCgD41re+hbvvvhs7d+7E7bffjm9/+9vr/u3v/u7v4j//8z8BAMeOHcOb\n3vQm9921116LXbt24ZZbbsGhQ4fOqE2cFLUQ1YVLpagCVIWmnVSf65GMptny7e3tjsF5HyYzqcDS\ncyaeeeYZp1T4W32GtpOgRRW2hl50xwfBjgpMvqwisq5jBS/K1JrgRuuYCo/30e2wOva6OBVU6L1t\njP0b3/gG/v3f/x133nlnZOvc66W5uTmk0+nIZ5lMxiXvartIeoAdifFgtVp1nDiv9BDRc2VDBvyr\niWiqQDWvR8+ZYfvYJk2i0x1CBGbkfz5H7xFnEVkvC2P0BBXqqtZn01Nhc3H0efQOqJdDedTHL8oj\nOj/aJw35WCOB/de8DA2r8B76Gduibn7lcZUR1uvkUxaW933U6BrfZ/Y91zx3SRDk0sOQyWTQ1dXl\nEhfb29vR19eHlZUVdHZ2olAoOLDA+WWZdsoNzQmixT8yMuJ4QL2rCkoymcwq3qUcoZHCcdSDEmkM\nKpBTMEHPL6thZjIZXHTRRejq6nLeYQIultbn9lrWo2DyM2W49Y7FzZkPDFhay9PRiB/+33gqAODf\n/u3f8OCDD2LHjh14z3vegz/5kz8BADz44IO4/fbbvb8hgPjpT38asQ5JV199NR5//HF84hOfwI9+\n9KOzbpv1PqhFrwJFXdwq5MiE1vXKz4B6Rr0q3M7Ozkism23QPAkgeh4Bv1ernm1Vy5EL1LrRbFa2\numIZkiBjqotWF46OkZKOkU3W428UuGif9TlqgWqf+L1SV1cX7r//fuzcuRNf/vKX8a//+q/I5/Pr\n4qu16OWXX8bnP//5yGdXXXUV/u7v/m5Ve3WsqbDUa0Dho25zAA5AkMhD3J5Hhax9J/BScMLv+BvN\n8yEPcxxV+eo5DSrwLHDRNujcKU/YkAcVjPaBbeAzNOlYeRPAKgtQgZXyONcfd1dYy5DgV61ijpV9\npl3n5XLZgXtdMzpmOr52zHXNKtC0fG29cnH/6/u1gETcmtHv1LquVqO71sbGxjA/P49UKoVMJuPy\nuNra2tDf34/Ozk5ks1lkMhkAcFspueOLLzViWFtCcykUcGm42AJN/o7AWj0TnFvlUwJbvtek9GQy\niQsuuADpdBrZbBZ9fX1OhpbLtZLgpVIJxWIR4+PjDgzRi8J1qvkbcYCi0fzpXztvvmvs543muBGd\nF6BicXERjz32GHbt2oVnnnkGw8PDAIC7777b7dg4E9qxYwf+67/+C5/5zGfwgx/8YNX3FFhkaJZb\ntcldrICoZagpRKiEKVgUHfM+DBeoEKMw1OQ1ngCo8XNapppNToZk2+m6poJifJkLQPfw0+WqgkwZ\n1HoprOVFF6a69DV5ispLP+NzOZ5AVNFqEqLNkqfXgl4aVaRUyuph8SH3Bx54AM8++yzuvPNO/MM/\n/AMeeughfPCDH1w3XzXikyeeeALlchn33HMPHnroIdx1112oVqsRAGtDOpqsR2WsVUp52Je6fvV8\nj8nJSQD1EJMmA1svjCrU+fn5iHDmq1KpuB03nGe6fakgNIOeBbw0lu2zwvi58g7fz8/Puzg0c2So\nRLj7RcMuFPT0aKmi4D25u6lSqbgS+QwzaM6PKiv1StAbx+v40pAIx4vWM1+6y8GCYOvybm1tdfkF\nmsNBXrfeNguALGAgSFGlYa+1HkQf+RSZKkPOEQ8fY74Dtz23tbVhy5YtSKVSSKVS6O3tRU9PD/r6\n+lCpVHDRRRc5a/7UqVMoFovuMD0mMDLHh+1RDwX7oTVVVEapl4EA3XqNOFYEkR0dHW4baDKZRDqd\nRiqVQnd3t6vQSdnCg/gIHFhiu1QqYXJy0vEcvRO6JmwYUP/yGrZNxz5ubux3jebVrs310nkBKoBa\nCOTOO+/Exz/+8dd9r89//vPo7+/Hww8/jIcffhhA1AL9yEc+gm9+85vu+oWFBXzzm99c9WzN0qcy\nplIDVlvO+p7AgXFrfW+P1dVFYOPOah3S2qIApVAiY3KBsa1qKQKIKDENfXCxqbKwYR+Nr/K37BPH\nSkGVCkugLqzVKlWhrUDHWq7qHdJMfp8HieN1880348Ybb8SVV14JALjvvvuwd+9e3Hbbbdi1a9e6\n+KgRnywvL+P9738/du7cia9+9avYv38/3v/+90c8Cwp4fGNL74Ruo+MWTHX/c96ZaMZ+60vnVJ/h\ns3A438oLNvavVTHJO2yvjrs+g/ygdVc0cZOgUSu/Kun6sRYZn63v2RcFXgRXCij4G223XRsamlIr\nWNcRx0q9CnodQbQ+S72EGuZSDyZlDOfMKlQlBRnsl490LBt5I3wWscoT/U6VFL0WNLxaWlpQLBZd\n+I/JvsxLaG9vRzabdTtFaO3zED09T4bP0PnTkJt6dvg/28rPaUQlEgnkcjnn3SUYaW1tdSEbJopy\nyyznjJ606elpFItF552Ymppy22c5Duo1Y/vVq6U8a+eBPObj+zj5FnedfqbPaAQ+VrUJwJnBkF9T\nGhoawoEDBzAwMBCJS/+qiNtZOzo6nIBlBjNdslQA9CoUi0UnGLSKIYCI248Mp54IVa4ULIlEIrK7\nZGFhwVUvtJUpKazoVgbqtTZ04bH+gAplPU2UCocKjQqHZ1Kw7UzYYj8ocDVuDiDiVlarigpIwyzs\n++LionMlMuFpenrabT/kmNjdA7znRuZOvB669957I/0mUNDcBwUEtOA5/iT2ldYSLSN6NqjIAUSE\nk1WsanFrQq4Kv5aWFqcE9HoNqRB4qCVI4A0gsn2O1hu9KfPz827e5ubmIkKYMevW1lZks1nH63rY\nHvtowSnHiOtOBbwCMe0Lx4H3ZP91/K0yA+q1Omjx6rZvjhf7z/VTqVRc0iJDULRu1cLlPI+Pj6/y\nnthwoc9qtf/zPce40Xe+a/V/fZGX6XXhtuZkMonNmzejs7PT5SFkMhm3zqvVej4CT+alLPElN3Ju\nbFhJ+845pJzjmrvzzjsB1AxWtpPJv9zqypCKnmbLOWCbxsfH3Qmjeprw8vKyk0VqPKiMs8rfkh3/\nuDlY6x6+ubXhK/ZtLTovPBWJRAL33Xcfvvvd7/5aAAqgPrFqWWhMm4hXQwx0j1s3ni6QuEmPiwlz\nixoFDi15PSGP96Bi0UVH7wgXmm7zo6DW63m/crle3pnKQOPTKpApGLV/+nwqOH1OtVp1AEfjoLQY\nqSRUqKulbxes7fevA1nXNIBIbJ99U28PSw6TZxhasx4cABFPFRAVvspTBDScBz5Lx5OWnSZzUlBx\njuxcWt4GokmjGjKjENb2sS30zCiY9gk/VdoW8HA8qBwU1FDRsD8MnTCUqfOlngkdH7aP3hDG9rk+\n1NPAsSG4Yls4fryWCo4gzXr3dIzs+rR8oN/5FE/cbxQw2OssSNGx4diyLwzrNDU1YWpqyu0KSSaT\nyOVyLtzAnR30DgwODrr1r+PEl7ZDrX/lZeUblRXMtbvmmmsixouCYcrYQqHgQM3S0hImJiac3Jud\nnXX1MDj/akDxpeHORmNs56WRh8K+t+DRzqdv7nzz34jOeVDR2dmJ0dFRHDt2DDfeeOOvujmOdLI1\nVKFhAo23kqwLmlYLAQiZj0LTumg114L30zwGkhaf4m9tu9Ulrkylbm0gGke27l2boKl/lXE1nqlW\nhU9QW+Hks4roOVFXugp5TeQ8kwXzqyAFjqpI+Rl5g+NGS9la5Oyreod4f/1e/7cggMBQ54jPoTIn\nsOB9NKSgmfRA9OweC5BVyak3S2Pbunb0f/ZTE5Xtd/xf16WOo46V5RHLU/yfwMoKYw1f6fM1dGH5\nkQqLv1XvCX/LMSUw0bWv/VPy5VFYpeOzXn3KTn/vs3Z1bJR0XKrVqgtdkL+XlpZclVgWcevo6ECp\nVIokReqhhZQ7dtcHn6ehJTuPOnZqmPG7crl2+JiOPUHv4uIiZmZmnAdwYWEBs7OzLiTDEAf5UEOc\nFrz7QOmZKnYfoPDNjQ9cWPJdv+bzcZ6EPwIFChQoUI3Uza/KMc46bQQGfKA9znNBigMk9jf6IrjS\n2j48G0br67S3t6OjowMdHR0ubMI8HqAOqhkq9HnXgHp4Qb0XepT72972NlSrVfzwhz90RhxBwcrK\nigvBrKysYHZ2NuKJmJubi+xSUtCsgFYBjgLHOCCx1nz4fqfgxOehjXuGglgNz6xF57ynIlCgQIEC\nRckmkv4qqKOjY5XyU1Ivo8+Lxi3Rmq/CgnrMk+nu7nZeCoZD6anQ2jxAPfkSiHp44zxZ9LCOj487\nj5fm9zDcwfweu92Z99UQo/bbKvO1PAdxISwfyPCRz7Ok99M5aPT8tSiAikCBAgUKtIquu+46/Pmf\n/zl+8zd/E/l8HhdffHHk+yNHjmDz5s1OQT/11FP4/d///cg1cS5zX8iNn9taETwQsVqtOi8GQYfu\nttGEeA1DaUhWPSPaBk0Q5+u6665DtVrFiy++6MCBggTNjdBcLtsfzZ+w4Q2fR0FprdCH3sP+bTTe\nvrBGHMjh/wFUBAoUKFCgs6ZisYh//Md/xCOPPII/+7M/817z3ve+1x2cF0c+xadWsVrKVomqsk8k\nEpFzbxKJ+plEzc3NmJ+fj4RRNNyjVUbjkhita5/goVAorMpjI/jRPKA4BW/DCD7Frp/Z9vn+t/dY\nK9/BXh/3vEbhkfXmVARQEShQoEDnIX3gAx9wdXaAWgLj//7v/+L6669f1+93796N3bt344Ybbjir\n5zdK3PS5+uMsZbXsrdLTpErdwcG/FqzYnAS9p/U0EDTYrcsKEuzveG/fzhMLmqxiVw+K/c4HNtby\ncth5sOPqm5+4+fLNTxwFUBEoUKBA5yE9+uijePTRRwEAqVQKTz/9NB555BF88YtfxJ/+6Z/G/i6X\ny637Gf/yL/+CpqYmPP/88/jjP/7jVSfvWsXIz/S97kaJU1y6o4Vkwxj2Gl+ewZnspDh48CCq1arz\ngHBLvvZL7+m7b1z+AhD1Ctj7xVWdXQ9Is9/rLj77rEa5GT7v0noo7P4IFChQoPOYEokEHn/8cQwP\nD+NTn/rUGf/+hhtuwM6dO1flVLz1rW/Fnj17kEgkcO+99+Lee+/F9u3b3em7LOFu22KVns8Sb9QX\nn4Ue54nw/c63g4J/1+M5ibt+PVZ+3P0b/fZM7hHXj/X8xr633hlgfQnAq+FfoECBAgU6b+iv/uqv\nkEqlcM8992zofZ966iksLCxgfn4eX/3qVzE9PY23v/3t7ntfQuB6XrzWkiY58hqbYMkdF1pV0xaa\n0mttiWzf575CVdpOvW9cf31t9n3mAzJxn6117XrGtVF/4p6zFoXwR6BAgQKdp/TBD34QH/7wh/GW\nt7zFJRp+6Utfik28BOA9tXk9FOdt8Cm6uBi/vd53nzhFF+eJWE+7fZ+tpUxt/oPP86HXxn3H99ZL\n4PMa6HN9//t+b/u51vjG9X+94CKAikCBAgU6D+nqq6/G1772Nfze7/0eJiYm3Odf+cpX8JWvfGXN\n3ycSCXeuTyJRK2HO7ZNDQ0MYGhrC7t270dTUhM985jPo6+vDz372M/d7m9Co1Mj130g5ruXKP9OQ\ngu3vmVrlvnsosb2+6r32/VpKXAHMen7T6DpLcaDobMYkgIpAgQIFOg/pfe97H3K5HH7605+6z37y\nk5/g3e9+97p+/453vANPPPGEe7+wsIAnnngC119/PVKpFB588EFs27YNCwsL2Lt3L2666SZMTU15\n7+VTWr5r1vo87pr11muII98WS5/nIw4kNWqfrz36rPX0qdH91/PdehJUG7X9TCgkagYKFChQoA0n\nnrURFxJRZX0muzKUNsK78Hru6QuBvF7vyVreGf2c92x03VrPsv3xfX4mQC2AikCBAgUKtOHk2wa6\nXmoEMn4ZQGKtdsS15deFzgZQrHW/M/lcKYQ/AgUKFCjQL53ikgfXSu48k+/O9Pnr+c1G3Odsnufz\nQKwVfom7Pu43ZxJ6WS8FT0WgQIECBQoUaEMo1KkIFChQoECBAm0IBVARKFCgQIECBdoQCqAiUKBA\ngQIFCrQhFEBFoECBAgUKFGhDKICKQIECBQoUKNCGUAAVgQIFChQoUKANoQAqAgUKFChQoEAbQgFU\nBAoUKFCgQIE2hAKoCBQoUKBAgQJtCAVQEShQoECBAgXaEAqgIlCgQIECBQq0IRRARaBAgQIFChRo\nQyiAikCBAgUKFCjQhlAAFYECBQoUKFCgDaEAKgIFChQoUKBAG0IBVAQKFChQoECBNoQCqAgUKFCg\nQIECbQgFUBEoUKBAgQIF2hAKoCJQoECBAgUKtCEUQEWgQIECBQoUaEMogIpAgQIFChQo0IZQABWB\nAgUKFChQoA2hACoCBQoUKFCgQBtCAVQEChQoUKBAgTaEAqgIFChQoECBAm0IBVARKFCgQIECBdoQ\nCqAiUKBAgQIFCrQhFEBFoECBAgUKFGhD6P8AUWWXoXeXcT8AAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x16c850a61d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"data = mean_v7.get_data()\n", | |
"\n", | |
"new_mask = np.zeros_like(data)\n", | |
"new_mask[data > 0.9999] = 1\n", | |
"plot_roi(nb.Nifti1Image(new_mask, mean_v5.affine), \"D:/1mm_T1_orig.nii.gz\", cut_coords=(10, -21, 15))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 31, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAhUAAADeCAYAAACKVPIgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x16c85188fd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"p = plot_anat(\"D:/1mm_T1_orig.nii.gz\", cut_coords=(10, -21, 15))\n", | |
"p.add_contours(mean_v3, levels=[0.5, 0.8, 0.9999])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAhUAAADeCAYAAACKVPIgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ndfd1K1+tm5cw160DEd7CD+IFk3lr8YRJfhPVK2XbthMRXi6XmZmZcabTR |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment